Shared Hard Cards

Cards that are collectively hardest across all users

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940 cards
nid:1772046331702 IO r2
[Image Occlusion region 2]
11
lapses
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users
192%
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A&W
nid:1772046331702 Cloze c2
Q: {{c3::image-occlusion:rect:left=.1591:top=.8923:width=.7185:height=.0742}}{{c2::image-occlusion:rect:left=.3252:top=.7428:width=.5272:height=.0923}}{{c1::image-occlusion:rect:left=.0549:top=.1782:width=.9041:height=.1203}}{{c4::image-occlusion:rect:left=.1645:top=.4824:width=.1234:height
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772046331702 6 130% 22d 27
niklas cid:1772209100380 4 215% 12d 14
tomas cid:1772090857647 1 230% 1d 6
nid:1766314094848 c1
 A cyclic group of order \(n\) {{c1::is isomorphic to \(\lan...
9
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users
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DiskMat
nid:1766314094848 Cloze c1
Q:  A cyclic group of order \(n\) {{c1::is isomorphic to \(\langle \mathbb{Z}_n,\oplus)\), and hence commutative.::has which useful property?}}
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094921 4 170% 3d 19
lorenz cid:1764867990841 4 170% 95d 19
niklas cid:1762856074705 1 290% 63d 11
nid:1772548090724 c1
ein perfektes Matching
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lapses
2/4
users
162%
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A&W
nid:1772548090724 Cloze c1
Cloze answer: ein perfektes Matching
Q: Für alle \( k \) gilt: jeder \( k \)-reguläre bipartite Graph enthält {{c1::ein perfektes Matching}}.Theorem-name included
A: (Frobenius, 1917)Es gilt sogar: Der Graph ist die Vereinigung von perfekten Matchings.
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772548090724 5 150% 13d 25
niklas cid:1772569386218 3 175% 2d 15
nid:1771973928570 c1
e^a \cdot (\cos(b) + i \sin(b))
7
lapses
3/4
users
218%
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Analysis
nid:1771973928570 Cloze c1
Cloze answer: e^a \cdot (\cos(b) + i \sin(b))
Q: Addition von komplexen Zahlen in Polarform: \(e^z = e^{a + ib} = {{c1:: e^a \cdot (\cos(b) + i \sin(b)) }}\)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1771973928571 4 170% 17d 22
niklas cid:1771970299379 2 255% 112d 10
tomas cid:1772003104447 1 230% 1d 4
nid:1766314094781 c2
least upper bound
7
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users
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DiskMat
nid:1766314094781 Cloze c2
Cloze answer: least upper bound
Q: Consider the poset \((A;\preceq)\). If \(\{a,b\}\) has a {{c2::least upper bound}}, then it is called the {{c1::join of \(a\) and \(b\) (also denoted \(a \lor b\)).}}
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094832 4 170% 9d 14
niklas cid:1762856073631 3 220% 16d 11
nid:1772327995541
Wie lautet die Bernoulli Ungleichung?
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users
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Analysis
nid:1772327995541
Q: Wie lautet die Bernoulli Ungleichung?
A: Für \(a \ge -1\) und \(n \ge 0\) gilt: \[(1 + a)^n \ge 1 + na\]
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772327995541 5 150% 9d 23
niklas cid:1772273828930 2 255% 6d 10
nid:1766314094913 c1
a^0
6
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users
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DiskMat
nid:1766314094913 Cloze c1
Cloze answer: a^0
Q: In a group, \({{c1::a^0}}\) is defined as the {{c2::identity element \(e\)}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1764859231344 3 235% 6d 13
jonas cid:1766314095033 2 180% 1d 11
lorenz cid:1764867991053 1 230% 94d 11
nid:1766314095056
What is the number of subgroups of \(\mathbb{Z}_n\)?
6
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users
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DiskMat
nid:1766314095056
Q: What is the number of subgroups of \(\mathbb{Z}_n\)?
A: The number of divisors of \(n\) (as the order of each subgroup divides the group order (which is n here) by Lagrange). If \(n\) is written \(n = p_1^{e_1} \cdot p_2^{e_2} \cdots p_k^{e_k}\) then it is \(\prod_{i=1}^k (e_i+1)\).Note: This only holds because \(\mathbb{Z}_n\) is cyclic and therefore the subgroups are unique.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314095224 3 190% 4d 13
lorenz cid:1766229407421 2 210% 90d 12
niklas cid:1766000828774 1 260% 15d 10
nid:1771973928505
Dreiecksungleichung (Subtraktion)
6
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users
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Analysis
nid:1771973928505
Q: Dreiecksungleichung (Subtraktion)
A: \[|x + y| \geq ||x| - |y|| \]
User Card ID Lapses Ease Interval Reviews
niklas cid:1771969211447 4 155% 2d 15
lorenz cid:1771973928505 1 230% 9d 7
tomas cid:1772003104429 1 230% 2d 6
nid:1766314094777 c1
lower (upper) bound of \(S\)
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users
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DiskMat
nid:1766314094777 Cloze c1
Cloze answer: lower (upper) bound of \(S\)
Q: Consider the poset \((A; \preceq)\) and \( S \subseteq A\).\(a \in A\) is a {{c1::lower (upper) bound of \(S\)}} if {{c2::\(a \preceq b\) (\(a \succeq b) \) for all \(b \in S\)}}
A: Note that a is not necessarily in the subset S (difference to the least and greatest elements).
User Card ID Lapses Ease Interval Reviews
niklas cid:1762856073624 5 180% 11d 20
jonas cid:1766314094825 1 215% 24d 13
nid:1766314094806 c2
commutative ring without zerodivisors (\( \forall a \ \foral...
6
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users
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DiskMat
nid:1766314094806 Cloze c2
Cloze answer: commutative ring without zerodivisors (\( \forall a \ \forall b \quad ab = 0 \rightarrow a = 0 \lor b = 0\) ).
Q: An {{c1::integral domain}} is a {{c2::commutative ring without zerodivisors (\( \forall a \ \forall b \quad ab = 0 \rightarrow a = 0 \lor b = 0\) ).}}
A: A domain of elements behaving like integers.Examples: \(\mathbb{Z}, \mathbb{R}\)Counterexample: \(\mathbb{Z}_m, m\) not prime
User Card ID Lapses Ease Interval Reviews
niklas cid:1762856073681 4 170% 34d 19
jonas cid:1766314094870 2 210% 16d 12
nid:1766314094941
State Corollary 5.11 about groups of prime order (what prope...
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DiskMat
nid:1766314094941
Q: State Corollary 5.11 about groups of prime order (what property, what does each element satisfy). (Proof Included)
A: Corollary 5.11: Every group of prime order is cyclic, and in such a group every element except the neutral element is a generator. Proof: Only \(1 \mid p\) and \(p \mid p\) for \(p\) prime. So for \(a \in G\), either \(\text{ord}(a) = 1\) (meaning \(a = e\)) or \(\text{ord}(a) = p\) (meaning \(a\) generates the whole group; Lagrange).
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314095075 3 175% 8d 11
niklas cid:1764859231418 3 190% 12d 18
nid:1766314094961
State Lemma 5.18 about the units of a ring and the property ...
6
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DiskMat
nid:1766314094961
Q: State Lemma 5.18 about the units of a ring and the property their set satisfies? (Proof included)
A: Lemma 5.18: For a ring \(R\), \(R^*\) is a group (the multiplicative group of units of \(R\)). Proof idea: Every element of \(R^*\) has an inverse by definition, so axiom G3 holds. The other group axioms (associativity, neutral element) are inherited from the ring.
User Card ID Lapses Ease Interval Reviews
lorenz cid:1764867991217 5 150% 55d 22
jonas cid:1766314095101 1 230% 4d 7
nid:1772045507878 c1
Minimalgrad \(\delta(G) \geq |V|/2\)
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users
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nid:1772045507878 Cloze c1
Cloze answer: Minimalgrad \(\delta(G) \geq |V|/2\)
Q: Jeder Graph \(G = (V, E)\) mit \(|V| \geq 3\) und {{c1::Minimalgrad \(\delta(G) \geq |V|/2\)}} enthält {{c2::einen Hamiltonkreis}}.
A: Satz von Dirac
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772045507878 4 170% 6d 22
niklas cid:1772209100360 2 225% 22d 10
nid:1772046468683 c1
Das Problem „Gegeben ein Graph \(G = (V, E)\), enthält \(G\)...
6
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users
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A&W
nid:1772046468683 Cloze c1
Q: Das Problem „Gegeben ein Graph \(G = (V, E)\), enthält \(G\) einen Hamiltonkreis?" kann man in Zeit {{c1::\(O(|V|^2 \cdot 2^{|V|})\) entscheiden und, falls ja, einen solchen finden}}.
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772046468684 4 170% 13d 21
niklas cid:1772209100367 2 240% 30d 9
nid:1773311192739 c1
In jedem Subgraphen gibt es einen Knoten mit Grad \(\leq k\)...
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users
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nid:1773311192739 Cloze c1
Cloze answer: In jedem Subgraphen gibt es einen Knoten mit Grad \(\leq k\) 
Q: Heuristik:\(v_n\) := Knoten vom kleinsten Grad. Lösche \(v_n\).\(v_{n-1}\) := Knoten vom kleinsten Grad im Restgraph. Lösche \(v_{n-1}\). Iteriere.Falls \(G=(V,E)\) erfüllt:{{c1::In jedem Subgraphen gibt es ein
User Card ID Lapses Ease Interval Reviews
lorenz cid:1773311192740 5 150% 12d 25
niklas cid:1773420068144 1 230% 4d 5
nid:1771364277512 c1
CPU state (registers, program counter)
6
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users
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PProg
nid:1771364277512 Cloze c1
Cloze answer: CPU state (registers, program counter)
Q: Process context includes:{{c1::CPU state (registers, program counter)}}{{c2::program state (stack, heap, resource handles)}}{{c3::additional management information}}. 
A: A thread also has a context, but it is typically much smaller.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955105 4 170% 13d 17
niklas cid:1771364277648 2 225% 13d 10
nid:1774631277043 c1
Sei \(X\) eine Zufallsvariable mit Wertebereich \(W_X\subset...
6
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users
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A&W
nid:1774631277043 Cloze c1
Q: Sei \(X\) eine Zufallsvariable mit Wertebereich \(W_X\subseteq\mathbb{N}_0\).Dann gilt:\[ \mathbb{E}[X] = {{c1::\sum_{i=1}^{\infty}\Pr[X\ge i] :: \text{Schrankenform} }} \]Proof Included
A: Proof:\[ \mathbb{E}[X]=\sum_{i=0}^{\infty}i\cdot\Pr[X=i]=\sum_{i=0}^{\infty}\sum_{j=1}^{i}\Pr[X=i]=\sum_{j=1}^{\infty}\sum_{i=j}^{\infty}\Pr[X=i]=\sum_{j=1}^{\infty}\Pr[X\ge j].\quad\square \](Der Schlüsselschritt ist das Vertauschen der Summationsreihenfolge: Statt über \(i\) zu summieren und für jedes \(j\le i\) eine 1 zu zählen, wird über \(j\) summiert und alle \(i\ge j\) gezählt.)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1774631277044 6 130% 3d 23
nid:1772547552647 c2
State of the Art Matching:\( O({{c1::|E|^{1+o(1)} }}) \) für...
6
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nid:1772547552647 Cloze c2
Q: State of the Art Matching:\( O({{c1::|E|^{1+o(1)} }}) \) für bipartite Graphen \( O({{c2::|V|^{1/2} \cdot |E|}}) \) für generelle Graphen (Hopcroft-Karp)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772547552649 6 130% 12d 26
nid:1771973928521 c2
Youngsche UngleichungFür jedes \(x, y \in \mathbb{R}\), \(\e...
6
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users
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Analysis
nid:1771973928521 Cloze c2
Q: Youngsche UngleichungFür jedes \(x, y \in \mathbb{R}\), \(\epsilon > 0\) gilt: \[ {{c1:: 2|xy| }} \leq {{c2:: \epsilon x^2 + \frac{1}{\epsilon} y^2 }}\]Proof Included
A: Proof: Setze \(\gamma = \sqrt{\epsilon} > 0\). OBDA gelte \(x \cdot y \geq 0\). \[ 0 \leq (\gamma x - \frac{y}{\gamma})^2 = \gamma^2 x^2 - 2x\cdot y + \frac{1}{\gamma^2}y^2 \]
User Card ID Lapses Ease Interval Reviews
lorenz cid:1771973928521 6 130% 7d 24
nid:1766314094728
Why is Bézout's identity useful for finding modular inverses...
5
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users
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DiskMat
nid:1766314094728
Q: Why is Bézout's identity useful for finding modular inverses?
A: If \(\text{gcd}(a, m) = 1\), then \(ua + vm = 1\) for some \(u, v\). This means \(ua = 1 - vm\), so \(ua \equiv_m 1\), making \(u\) the multiplicative inverse of \(a\) modulo \(m\).
User Card ID Lapses Ease Interval Reviews
lorenz cid:1764867990469 3 190% 88d 19
jonas cid:1766314094750 1 230% 20d 8
niklas cid:1762106939359 1 260% 50d 8
nid:1766314094729
Why does \(ax \equiv_m 1\) have no solution when \(\text{gcd...
5
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DiskMat
nid:1766314094729
Q: Why does \(ax \equiv_m 1\) have no solution when \(\text{gcd}(a, m) = d > 1\)?
A: We can rewrite \(ax \equiv_m 1\) as \(ax - 1 = km \Leftrightarrow ax - km = 1\). Now since, \(d \mid a\) and \(d \mid m\), then \(d \mid ax\) and \(d \mid km\) for any \(x\).Thus \(d \mid (ax - km)\), and \(ax - km = 1\).But \(d \nmid 1 \implies d \nmid (ax - km)\), which is a contradiction. Thus \(ax\) can never be congruent to \(1\) modulo \(m\).
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094751 2 195% 8d 12
niklas cid:1762106939361 2 255% 6d 11
lorenz cid:1764867990472 1 230% 118d 11
nid:1766314094970
State Lemma 5.20 about division in integral domains: (The qu...
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DiskMat
nid:1766314094970
Q: State Lemma 5.20 about division in integral domains: (The quotient has what property?)
A: Lemma 5.20: In an integral domain, if \(a \mid b\) (i.e., \(b = ac\) for some \(c\)), then \(c\) is unique and is denoted by \(c = b/a\) (the quotient). Explanation: If \(b = ac_1\) and \(b = ac_2\), then \(a(c_1 - c_2) = 0\). Since \(a \neq 0\) in an integral domain, we must have \(c_1 - c_2 = 0\)\(\implies c_1 = c_2\).
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314095113 2 210% 3d 10
niklas cid:1764859231486 2 255% 4d 14
lorenz cid:1764867991246 1 230% 135d 12
nid:1771526451947 c1
Formale Definition der low-Werte:\(low[v] = {{c1::\min \left...
5
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users
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nid:1771526451947 Cloze c1
Q: Formale Definition der low-Werte:\(low[v] = {{c1::\min \left( dfs[v], \min_{(v,w) \in E} \begin{cases} dfs[w], & \text{falls } (v,w) \text{ Restkante} \\ low[w], & \text{falls } (v,w) \text{ Baumkante} \end{cases} \right)}}\)
User Card ID Lapses Ease Interval Reviews
niklas cid:1771535790938 3 265% 11d 15
lorenz cid:1771526451947 1 230% 39d 8
tomas cid:1771530245016 1 230% 2d 8
nid:1766314095018
What property does every finite field \(\text{GF}(q)\) have ...
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DiskMat
nid:1766314095018
Q: What property does every finite field \(\text{GF}(q)\) have (and what does \(q\) satisfy)?
A: Theorem 5.40: The multiplicative group of every finite field \(\text{GF}(q)\) is cyclic (as \(q\) is a power of a prime, if \(\text{GF}(q)\) is cyclic). This group has order \(q - 1\) and \(\varphi(q-1)\) generators.Note that even though q is not prime thus not every integer is coprime, GF(q) is not Z_q.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314095172 3 145% 4d 17
lorenz cid:1764867991401 2 210% 76d 17
nid:1766940295685 c2
all the atomic formulas
5
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users
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DiskMat
nid:1766940295685 Cloze c2
Cloze answer: all the atomic formulas
Q: In propositional logic, the {{c1::free symbols of a formula}} are {{c2::all the atomic formulas}}.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766940295774 4 170% 7d 19
niklas cid:1766418002801 1 260% 5d 7
nid:1766940295796 c1
an integral domain
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users
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DiskMat
nid:1766940295796 Cloze c1
Cloze answer: an integral domain
Q:  \(F[x]\) is {{c1:: an integral domain}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1766395105416 4 185% 2d 13
jonas cid:1766940295963 1 230% 3d 9
nid:1767089600366
Number of subgroups of \(\langle \mathbb{Z}_m \times \mathbb...
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DiskMat
nid:1767089600366
Q: Number of subgroups of \(\langle \mathbb{Z}_m \times \mathbb{Z}_n \rangle\)
A: \(\sum_{a \mid m \land b \mid n} \gcd(a, b)\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1767089600366 3 190% 1d 10
lorenz cid:1767057115319 2 210% 61d 15
nid:1764867989741 c2
equivalence class of the relation defined as follows: \(u = ...
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200%
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A&D
nid:1764867989741 Cloze c2
Cloze answer: equivalence class of the relation defined as follows: \(u = v\) if \(u\) reaches \(v\)
Q: A {{c1::connected component}} of \(G\) is a {{c2::equivalence class of the relation defined as follows: \(u = v\) if \(u\) reaches \(v\)}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1763363268619 3 190% 2d 14
lorenz cid:1764867989742 2 210% 129d 12
nid:1764867990714 c2
A {{c1::field (Körper)}} is {{c2::a nontrivial commutative r...
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DiskMat
nid:1764867990714 Cloze c2
Q: A {{c1::field (Körper)}} is {{c2::a nontrivial commutative ring \(F\) in which every nonzero element is a unit, so \(F^* = F \backslash \{0\}\)}}
A: Example: \(\mathbb{R}\), but not \(\mathbb{Z}\)Non-trivial: {0} is not a field. In particular, 1 = 0 (neutral element of mult. = neutral element of add.) causes trouble.
User Card ID Lapses Ease Interval Reviews
niklas cid:1762856073684 4 185% 3d 17
lorenz cid:1764867990715 1 230% 76d 8
nid:1771361604906 c1
Jeder \(u\)-\(v\)-Knotenseparator hat Grösse mindestens \(k ...
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nid:1771361604906 Cloze c1
Cloze answer: Jeder \(u\)-\(v\)-Knotenseparator hat Grösse mindestens \(k \); Jeder \(u\)-\(v\)-Kantenseparator hat Grösse mindestens \(k\)
Q: Sei \(G = (V, E)\) ein Graph und \(u, v \in V, u \neq v\). Dann gilt: {{c1::Jeder \(u\)-\(v\)-Knotenseparator hat Grösse mindestens \(k \)}}\(\iff\){{c2::Es gibt mindestens \(k\) intern-knotendisjunkte \(u\)-\(v\)-Pfade.}}{{c1::Jeder \(u\)-\(v\)-Kantenseparator hat Grösse mindes
A: Satz von Karl Menger (Sohn vom sehr baseden Carl Menger)
User Card ID Lapses Ease Interval Reviews
niklas cid:1771366536202 3 250% 16d 22
lorenz cid:1771361604907 2 210% 21d 15
nid:1772928333353 c1
\[ \cos\!\left(\frac{\pi}{3}\right) = {{c1::\frac{1}{2} }} \...
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users
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Analysis
nid:1772928333353 Cloze c1
Q: \[ \cos\!\left(\frac{\pi}{3}\right) = {{c1::\frac{1}{2} }} \]
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772928333353 3 190% 8d 19
niklas cid:1772788241836 2 225% 5d 6
nid:1772928333372 c1
-1
5
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users
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Analysis
nid:1772928333372 Cloze c1
Cloze answer: -1
Q: \[ \cos(\pi) = {{c1::-1}} \]
User Card ID Lapses Ease Interval Reviews
niklas cid:1772788241842 3 220% 65d 10
lorenz cid:1772928333372 2 210% 21d 15
nid:1766580142830
Explain how union works in the optimised Union-Find:
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nid:1766580142830
Q: Explain how union works in the optimised Union-Find:
A: Arrays:rep, where rep[v] gives the representative of \(v\).members, where members[rep[v]] which contains all members of the ZHK of \(v\)rank, where rank[rep[v]] contains the size of the ZHK of \(v\).We always merge the smaller ZHK into the bigger to minimise updates.We update the reps, then the member
User Card ID Lapses Ease Interval Reviews
lorenz cid:1766580142830 5 150% 76d 19
nid:1772928333395 c1
\[ \cos\!\left(\frac{7\pi}{4}\right) = {{c1::\frac{\sqrt{2} ...
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Analysis
nid:1772928333395 Cloze c1
Q: \[ \cos\!\left(\frac{7\pi}{4}\right) = {{c1::\frac{\sqrt{2} }{2} }} \]
User Card ID Lapses Ease Interval Reviews
lorenz cid:1772928333395 5 150% 20d 22
nid:1764859231444
State Fermat's Little Theorem (Corollary 5.14) (both totient...
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DiskMat
nid:1764859231444
Q: State Fermat's Little Theorem (Corollary 5.14) (both totient and prime):
A: Corollary 5.14 (Fermat's Little Theorem): For all \(m \geq 2\) and all \(a\) with \(\gcd(a, m) = 1\): \[a^{\varphi(m)} \equiv_m 1\] In particular, for every prime \(p\) and every \(a\) not divisible by \(p\): \[a^{p-1} \equiv_p 1\] Proof: This follows from Corollary 5.10 (\(a^{|G|} = e\)). Since \(\gcd(a, m)=1\), it is an element of  \(\mathbb{Z}_m^*\) and thus an element of a group. \(\langle a \rangle\) there
User Card ID Lapses Ease Interval Reviews
niklas cid:1764859231445 5 165% 4d 17
nid:1771366536192 c2
\(|V| \geq k + 1\) und für alle Teilmengen \(X \subseteq V\)...
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nid:1771366536192 Cloze c2
Cloze answer: \(|V| \geq k + 1\) und für alle Teilmengen \(X \subseteq V\) mit \(|X| < k\) gilt: Der Graph \(G[V \setminus X]\) ist zusammenhängend
Q: Ein Graph \(G = (V, E)\) heisst {{c1::\(k\)-zusammenhängend}}, falls {{c2::\(|V| \geq k + 1\) und für alle Teilmengen \(X \subseteq V\) mit \(|X| < k\) gilt: Der Graph \(G[V \setminus X]\) ist zusammenhängend}}.
A: Man muss mindestens \(k\)-Knoten (und die inzidenten Kanten) löschen, um den Zusammenhang zu zerstören.
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niklas cid:1771366536201 5 210% 13d 23
nid:1766314094712
State Bézout's identity (Corollary 4.5).
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DiskMat
nid:1766314094712
Q: State Bézout's identity (Corollary 4.5).
A: For \(a, b \in \mathbb{Z}\) (not both 0), there exist \(u, v \in \mathbb{Z}\) such that: \[\text{gcd}(a, b) = ua + vb\] The GCD can be expressed as an integer linear combination.
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lorenz cid:1764867990414 2 210% 63d 11
jonas cid:1766314094733 1 230% 14d 8
niklas cid:1762106939325 1 290% 119d 10
nid:1766314094927
Which elements generate \(\mathbb{Z}_n\)? How can this be pr...
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DiskMat
nid:1766314094927
Q: Which elements generate \(\mathbb{Z}_n\)? How can this be proven?
A: \(\mathbb{Z}_n\) is generated by all \(a \in \mathbb{Z}_n\) for which \(\gcd(a, n) = 1\) (all elements coprime to \(n\)). Proof:\(a\) generator \(\implies\)\(\gcd(a, n) = 1\)\(\mathbb{Z}_n = \langle a \rangle\)\(\implies\)\(1 \in \langle a \rangle\)\(\implies\)\(a^u = au \equiv_n 1\) for some \(u\)\(\implies\)\(\gcd(a, n) = 1\) (\(\gcd\) must divide both \(au-qn\) and 1).\(\gcd(a, n) = 1 \implies
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niklas cid:1764859231381 2 255% 4d 14
jonas cid:1766314095054 1 215% 7d 10
lorenz cid:1764867991106 1 230% 81d 11
nid:1771973928567 c1
Eulersche Formel:\[ \cos(t) = {{c1:: \frac{e^{it} + e^{-it} ...
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Analysis
nid:1771973928567 Cloze c1
Q: Eulersche Formel:\[ \cos(t) = {{c1:: \frac{e^{it} + e^{-it} }{2} :: Exponentialform }}\]
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niklas cid:1771970235116 2 225% 5d 9
lorenz cid:1771973928567 1 230% 30d 10
tomas cid:1772003104446 1 230% 1d 4
nid:1766314094853 c1
the order of \(1\) in the additive group if it is finite, an...
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DiskMat
nid:1766314094853 Cloze c1
Cloze answer: the order of \(1\) in the additive group if it is finite, and 0 if it is infinite.
Q: The characteristic of a ring is {{c1::the order of \(1\) in the additive group if it is finite, and 0 if it is infinite.}}
A: Example: the characteristic of \(\langle \mathbb{Z}_m;\oplus,\ominus,0,\odot,1\rangle\)is \(m\).
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jonas cid:1766314094926 3 190% 8d 13
niklas cid:1762856074719 1 275% 10d 10
nid:1767089604935 c1
\(x = 0\) is the only vector for which \(Ax = 0\)
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LinAlg
nid:1767089604935 Cloze c1
Cloze answer: \(x = 0\) is the only vector for which \(Ax = 0\)
Q: The columns of \(A\) are independent if and only if {{c1::\(x = 0\) is the only vector for which \(Ax = 0\)::Linear combination view}}.
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jonas cid:1767089604936 2 210% 4d 10
lorenz cid:1767105283315 2 210% 71d 15
nid:1766580143526
Kruskal's Algorithm
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A&D
nid:1766580143526
Q: Kruskal's Algorithm
A: \(O(|E| \log |E| + |V| \log |V|)\)Outer loop: Iterate \(|E|\) times at most:Inner loop: find and union take \(O(\log |V|)\) per call amortised, thus \(O(|V| \log |V|)\) total.
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lorenz cid:1766580143526 3 190% 126d 16
niklas cid:1766568909602 1 245% 19d 5
nid:1765372936281 c2
{{c1:: \(\sum_{i = 1}^{n} i^3\)::Sum}}  \(=\) {{c2::\(\frac{...
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A&D
nid:1765372936281 Cloze c2
Q: {{c1:: \(\sum_{i = 1}^{n} i^3\)::Sum}}  \(=\) {{c2::\(\frac{n^2(n + 1)^2}{4}\)}} 
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niklas cid:1765298139604 3 190% 2d 14
lorenz cid:1765372936282 1 230% 146d 9
nid:1765372936327
Quicksort
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nid:1765372936327
Q: Quicksort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n^2)\)
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lorenz cid:1765383739476 3 190% 140d 16
niklas cid:1765388611014 1 260% 38d 6
nid:1766448533056 c1
a field.
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DiskMat
nid:1766448533056 Cloze c1
Cloze answer: a field.
Q: \(F[x]^*_{(m(x))}\) is {{c1:: a field.::which type of algebra?}}
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lorenz cid:1766448533057 3 190% 77d 19
niklas cid:1766319563726 1 230% 6d 4
nid:1764867991445
What is the minimum distance of two codewords in a polynomia...
4
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DiskMat
nid:1764867991445
Q: What is the minimum distance of two codewords in a polynomial code?
A: The code has minimum distance \(d_{\min} = n - k + 1\).
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lorenz cid:1764867991445 2 210% 87d 12
niklas cid:1764859231627 2 225% 10d 8
nid:1764867989947
What is the modus ponens logical rule?
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DiskMat
nid:1764867989947
Q: What is the modus ponens logical rule?
A: \(A \land (A \rightarrow B) \models B\) (If \(A\) is true and \(A\) implies \(B\), then \(B\) is true)
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niklas cid:1761491477296 3 235% 107d 14
lorenz cid:1764867989947 1 230% 119d 9
nid:1764867990087
When is a relation \(\rho\) on set \(A\) irreflexive?
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DiskMat
nid:1764867990087
Q: When is a relation \(\rho\) on set \(A\) irreflexive?
A: When \(a \ \not\rho \ a\) is true for all \(a \in A\), i.e., \(\rho \cap \text{id} = \emptyset\).Note that irreflexive is NOT the negation of reflexive!
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niklas cid:1761491477382 3 190% 23d 17
lorenz cid:1764867990087 1 230% 145d 9
nid:1768182518186 c1
at the same indices; rank
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LinAlg
nid:1768182518186 Cloze c1
Cloze answer: at the same indices; rank
Q: For \(A\) and \(MA\) (\(M\) invertible) they have:the independent columns {{c1:: at the same indices}}the same {{c1::rank}}
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lorenz cid:1768182518186 3 190% 69d 14
niklas cid:1768139535123 1 245% 21d 7
nid:1768182518580
Prove that the row space of \(A\) and \(MA\) is the same for...
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LinAlg
nid:1768182518580
Q: Prove that the row space of \(A\) and \(MA\) is the same for \(M\) invertible!
A: \(\textbf{R}(A) = \textbf{C}(A^\top) \overset{!}{=} \textbf{C}(A^\top M^\top) = \textbf{C}((MA)^\top) = \textbf{R}(MA)\)where ! holds because:
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lorenz cid:1768182518580 3 190% 70d 16
niklas cid:1768148472221 1 230% 2d 4
nid:1765553400194
What is the 1-norm of a vector?
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LinAlg
nid:1765553400194
Q: What is the 1-norm of a vector?
A: Given a vector \(\mathbf{v} = (v_1, v_2, ..., v_n)^\top\): \(||\mathbf{v}||_1 = \sum_{i=1}^n |v_i|\)
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lorenz cid:1765553400194 2 210% 80d 15
niklas cid:1765194177668 2 240% 25d 8
nid:1772045795752
Wie kann man mit der Siebformel die Zahl der Hamiltonkreise ...
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A&W
nid:1772045795752
Q: Wie kann man mit der Siebformel die Zahl der Hamiltonkreise berechnen?
A: (Skript S. 52)
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lorenz cid:1772045795752 3 190% 16d 20
tomas cid:1772090857639 1 230% 2d 7
nid:1773310950541 c1
|V|/2
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A&W
nid:1773310950541 Cloze c1
Cloze answer: |V|/2
Q: Es gibt bipartite Graphen und eine Reihenfolge \(V = \{v_1, \ldots, v_n\}\) der Knoten, für die der Greedy-Algorithmus \({{c1::|V|/2}}\) viele Farben benötigt.
A: Vollständig bipartiter Graph ohne ein perfektes Matching
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lorenz cid:1773310950541 3 190% 19d 17
niklas cid:1773420068142 1 245% 4d 8
nid:1772547451587 c1
|V| \cdot |E|
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nid:1772547451587 Cloze c1
Cloze answer: |V| \cdot |E|
Q: Konzept der augmentierenden Pfade: \( O({{c1::|V| \cdot |E|}}) \) für bipartite Graphen
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lorenz cid:1772547451587 3 190% 9d 20
niklas cid:1772569386224 1 245% 2d 8
nid:1772545721385 c1
Für jede Kante in \( M_{\text{max}} \) gilt: {{c1::Mindesten...
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nid:1772545721385 Cloze c1
Q: Für jede Kante in \( M_{\text{max}} \) gilt: {{c1::Mindestens einer der beiden Endpunkte wird von einer Kante aus \( M_{\text{Greedy} } \) überdeckt}}
A: (Denn sonst könnten wir die Kante zu \( M_{\text{Greedy}} \) hinzufügen.)
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niklas cid:1772569386195 3 235% 5d 14
lorenz cid:1772545721385 1 230% 40d 8
nid:1772046331702 IO r3
[Image Occlusion region 3]
4
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nid:1772046331702 Cloze c3
Q: {{c3::image-occlusion:rect:left=.1591:top=.8923:width=.7185:height=.0742}}{{c2::image-occlusion:rect:left=.3252:top=.7428:width=.5272:height=.0923}}{{c1::image-occlusion:rect:left=.0549:top=.1782:width=.9041:height=.1203}}{{c4::image-occlusion:rect:left=.1645:top=.4824:width=.1234:height
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lorenz cid:1772046331703 2 210% 32d 15
niklas cid:1772209100381 2 210% 1d 9
nid:1771973928588 c3
Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \...
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Analysis
nid:1771973928588 Cloze c3
Q: Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \(\mathbb{Q}\) mit \(a < q < b\){{c1:: Wähle nach Archimedischem Prinzip \(n \in \mathbb{N}\) so dass \(\frac{1}{n} < b - a\).}}{{c2:: \(\frac{m}{n} \mid m \in \mathbb{Z}\) diese
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niklas cid:1771969342906 3 220% 69d 10
lorenz cid:1771973928589 1 230% 40d 7
nid:1772928333487 c1
\[ \tan\!\left(\frac{\pi}{3}\right) = {{c1::\sqrt{3} }} \]
4
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Analysis
nid:1772928333487 Cloze c1
Q: \[ \tan\!\left(\frac{\pi}{3}\right) = {{c1::\sqrt{3} }} \]
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lorenz cid:1772928333487 2 210% 26d 12
niklas cid:1772788241857 2 240% 4d 9
nid:1772928333506 c1
0
4
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Analysis
nid:1772928333506 Cloze c1
Cloze answer: 0
Q: \[ \tan(\pi) = {{c1::0}} \]
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niklas cid:1772788241862 3 220% 33d 12
lorenz cid:1772928333507 1 230% 33d 12
nid:1772496585520 c1
Es sei \((a_n)_{n \in \mathbb{N}_0}\) eine Folge in \(\mathb...
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Analysis
nid:1772496585520 Cloze c1
Q: Es sei \((a_n)_{n \in \mathbb{N}_0}\) eine Folge in \(\mathbb{R}\).Eine Teilfolge ist eine Folge der Form \(({a_n}_k)_{k \in \mathbb{N}_0}\) wobei \((n_k)_{k \in \mathbb{N}_0}\) eine {{c1:: Folge nicht-negativer ganze
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lorenz cid:1772496585520 2 210% 34d 13
niklas cid:1772520282865 2 270% 205d 13
nid:1762856073654 c1
closed walk without repeated vertices; at least three vertic...
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A&D
nid:1762856073654 Cloze c1
Cloze answer: closed walk without repeated vertices; at least three vertices
Q: In graph theory, a {{c2::cycle (Kreis)}} is a {{c1::closed walk without repeated vertices}} and {{c1::at least three vertices}}.
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niklas cid:1762856073667 2 210% 121d 16
tomas cid:1765551666552 2 210% 50d 12
nid:1771872607286
How can we build NOR from NOT and AND?
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DDCA
nid:1771872607286
Q: How can we build NOR from NOT and AND?
A: NOR is equivalent to AND with inputs complemented.\(A=\overline{(X+Y)}=\overline X \space\overline Y\)
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niklas cid:1771872607286 3 220% 13d 12
tomas cid:1771780392220 1 230% 4d 7
nid:1766580144345 c1
the values of the vertices in the priority queue (see line d...
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A&D
nid:1766580144345 Cloze c1
Cloze answer: the values of the vertices in the priority queue (see line decrease_key(H, v, d[v]))
Q: Prim's Algorithm Invariants:The distances "d[.] = " in the distance array are {{c1::the values of the vertices in the priority queue (see line decrease_key(H, v, d[v]))}}.
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lorenz cid:1766580144345 4 170% 87d 18
nid:1764867991302
How do you perform polynomial division when the divisor is n...
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DiskMat
nid:1764867991302
Q: How do you perform polynomial division when the divisor is not monic (e.g., in \(\text{GF}(7)[x]\))?
A: If dividing by a non-monic polynomial like \(4x + 2\) in \(\text{GF}(7)[x]\): Find the multiplicative inverse of the leading coefficient in the field For \(4\) in \(\text{GF}(7)\): \(4 \cdot 2 \equiv_7 1\), so \(4^{-1} = 2\) Multiply the polynomial by this inverse to make it monic \(2 \cdot (4x + 2) = 8x + 4 \equiv_7 x + 4\) Now divide by the monic polynomial Example: \(3x^2 + 6x + 5\) divided by \(4x + 2\) become
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lorenz cid:1764867991302 4 170% 100d 17
nid:1774631277033
In einer Gruppe von \(m\) Personen (mit \(n=365\) Tagen), wi...
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A&W
nid:1774631277033
Q: In einer Gruppe von \(m\) Personen (mit \(n=365\) Tagen), wie gross ist die Wahrscheinlichkeit, dass alle Geburtstage verschieden sind? Leite die Formel her.Proof Included
A: (Geburtstagsproblem) Modell: Werfe \(m\) Bälle gleichverteilt in \(n\) Urnen. Sei \(A_j\) = "Ball \(j\) landet in einer leeren Urne."Mit dem Multiplikationssatz:\[ \Pr\!\left[\bigcap_{j=1}^m A_j\right] = \prod_{j=2}^{m} \frac{n-(j-1)}{n} = \prod_{j=2}^{m}\!\left(1-\frac{j-1}{n}\right). \]Obere Schranke mit \(1-x \le e^{-x}\):\[ \Pr[\text{alle verschieden}] \le \prod_{j=2}^{m} e^{-(j-1)/n} = e^{-m(m-1)/(2n)}. \]Also ist die Wahrscheinlichkeit für mindes
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lorenz cid:1774631277034 4 170% 6d 19
nid:1774487165282
Wie beweist man \(\exp(z+w) = \exp(z) \cdot \exp(w)\)?
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Analysis
nid:1774487165282
Q: Wie beweist man \(\exp(z+w) = \exp(z) \cdot \exp(w)\)?
A: Beide Reihen \(\sum z^n/n!\) und \(\sum w^n/n!\) sind absolut konvergent.Das Cauchy-Produkt liefert:\[c_n = \sum_{k=0}^n \frac{z^{n-k}}{(n-k)!} \cdot \frac{w^k}{k!} = \frac{1}{n!}\sum_{k=0}^n \binom{n}{k} z^{n-k} w^k = \frac{(z+w)^n}{n!}\]Also \(\exp(z)\exp(w) = \sum c_n = \sum \frac{(z+w)^n}{n!} = \exp(z+w)\).
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lorenz cid:1774487165282 4 170% 1d 18
nid:1774917595550 c1
0 < |x - x_0| < \delta \implies |f(x) - L| < \varepsilon
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users
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Analysis
nid:1774917595550 Cloze c1
Cloze answer: 0 < |x - x_0| < \delta \implies |f(x) - L| < \varepsilon
Q: Die alternative Grenzwertdefinition schliesst \(x_0\) selbst aus:\[\begin{gathered}\forall \varepsilon > 0\;\exists \delta > 0 \text{ so dass für alle } x \in \mathbb{D}(f) \\ {{c1:: 0 < |x - x_0| < \delta \implies |f(x) - L| < \varepsilon}}\end{gathered}\]
A: Durch \(0 < |x - x_0|\) ist der Grenzwert unabhängig vom Funktionswert bei \(x_0\) - selbst wenn \(f(x_0)\) nicht definiert ist.Da gilt \(0 < |x - x_0|\) kann \(x\) nicht den Wert \(x_0\) annehmen.
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lorenz cid:1774917595550 4 170% 1d 18
nid:1774917595090 c1
Es gelte \(\mathbb{D}(f) \cap [x_0,\, x_0 + \delta) \neq \em...
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Analysis
nid:1774917595090 Cloze c1
Q: Es gelte \(\mathbb{D}(f) \cap [x_0,\, x_0 + \delta) \neq \emptyset \;\forall \delta > 0\).Falls gilt \(\forall \varepsilon > 0 \;\exists \delta > 0\): \[{{c1::x \in \mathbb{D}(f) \cap [x_0,\, x_0 + \delta) \;\Rightarrow\; |f(x) - L| < \varepsilon }},\] hat \(f\) in \(x_
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lorenz cid:1774917595090 4 170% 4d 19
nid:1774487165385 c1
Für die geometrische Reihe \(\sum_{n=0}^\infty q^n\) gilt \(...
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Analysis
nid:1774487165385 Cloze c1
Q: Für die geometrische Reihe \(\sum_{n=0}^\infty q^n\) gilt \(S_n = {{c1:: \frac{1 - q^{n + 1} }{1 - q} }}\)
A: \[ \begin{align} qS_n &= q + q^2 + \dots + q^{n + 1} \\ S_n - qS_n &= 1 - q^{n + 1} \\ S_n &= \frac{1 - q^{n + 1}}{1 - q} \end{align} \]
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lorenz cid:1774487165385 4 170% 8d 20
nid:1772928333323 c1
streng monoton steigend
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Analysis
nid:1772928333323 Cloze c1
Cloze answer: streng monoton steigend
Q: Der Wertebereich von \(\arctan\) ist \({{c1::\left(-\frac{\pi}{2},\, \frac{\pi}{2}\right)}}\), und die Funktion ist {{c1::streng monoton steigend::Wachstumsverhalten}}.
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lorenz cid:1772928333323 4 170% 15d 19
nid:1771973928491 c1
Sei \(n \in \mathbb{N}\), \(n \ge 1\). Dann hat die Gleichun...
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Analysis
nid:1771973928491 Cloze c1
Q: Sei \(n \in \mathbb{N}\), \(n \ge 1\). Dann hat die Gleichung \(z^n = 1\) genau \(n\) Lösungen in \(\mathbb{C}\): \(z_1, z_2, \dots, z_n\) wobei: \[ z_j = {{c1:: \cos \frac{2\pi j}{n} + i \cdot \sin \frac{2 \pi j}{n} }}, \quad 1 \le j \le n \]
A: Die Lösungen liegen alle auf einem Kreis mit Radius 1 und sind gleichmäßig verteilt (formen ein n-Eck). Beispiel: Für \(w = R \cdot e^{i \varphi}\) sind die Lösungen von \(z^n = w\) gleich der \(n\) komplexen Zahlen mit Betrag \(\sqrt[^n]{R}\) und Winkeln \(\varphi_k = \frac{\varphi}{n} + k \cdot \frac{2 \pi}{n}\) für \(k = 0, \dots, n - 1\).
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lorenz cid:1771973928491 4 170% 10d 25
nid:1772928333414 c1
\[ \sin\!\left(\frac{\pi}{4}\right) = {{c1::\frac{\sqrt{2} }...
4
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Analysis
nid:1772928333414 Cloze c1
Q: \[ \sin\!\left(\frac{\pi}{4}\right) = {{c1::\frac{\sqrt{2} }{2} }} \]
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lorenz cid:1772928333414 4 170% 17d 18
nid:1761028602734
An linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_...
4
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users
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LinAlg
nid:1761028602734
Q: An linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_2\textbf{v}_2 + \dots + \lambda_n\textbf{v}_n\) is convex if
A: it is both affine and conic
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niklas cid:1761028602734 4 215% 89d 15
nid:1761491477391
How does antisymmetry appear in graph representation?
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DiskMat
nid:1761491477391
Q: How does antisymmetry appear in graph representation?
A: There is not a single cycle of length 2 (no edge from \(a\) to \(b\) AND from \(b\) to \(a\)).
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niklas cid:1761491477392 4 215% 11d 17
nid:1761491477501
What is the set \(\{0, 1\}^{\infty}\)?
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DiskMat
nid:1761491477501
Q: What is the set \(\{0, 1\}^{\infty}\)?
A: The set of semi-infinite binary sequences, or equivalently, the set of functions \(\mathbb{N} \to \{0,1\}\).
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niklas cid:1761491477502 4 245% 32d 21
nid:1765296057127 c1
O(n)
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A&D
nid:1765296057127 Cloze c1
Cloze answer: O(n)
Q: Choose a tight bound!\({{c1::O(n)}} \leq {{c2::O(\log(n!))}}\)
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niklas cid:1765296057127 4 200% 8d 12
nid:1772520447039 c2
\(\forall u, v \in V, u \neq v\) gibt mindestens \(k\) inter...
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A&W
nid:1772520447039 Cloze c2
Cloze answer: \(\forall u, v \in V, u \neq v\) gibt mindestens \(k\) intern-knotendisjunkte \(u\)-\(v\)-Pfade.; \(\forall u, v \in V, u \neq v\) gibt mindestens \(k\) kantendisjunkte \(u\)-\(v\)-Pfade.
Q: Sei \(G = (V, E)\) ein Graph. Dann gilt: {{c1::\(G\) is \(k\)-knoten-zusammenhängend}}\(\iff\){{c2::\(\forall u, v \in V, u \neq v\) gibt mindestens \(k\) intern-knotendisjunkte \(u\)-\(v\)-Pfade.}}{{c1::\(G\) ist \(k\)-kanten-zusammenhängend}}\(\if
A: Satz von Karl Menger V2 (Sohn vom sehr baseden Carl Menger)
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niklas cid:1772520447040 4 200% 9d 14
nid:1766314094576
How are ordered pairs \((a, b)\) formally defined in set the...
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DiskMat
nid:1766314094576
Q: How are ordered pairs \((a, b)\) formally defined in set theory?
A: \[(a, b) \overset{\text{def}}{=} \{\{a\}, \{a, b\}\}\]
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jonas cid:1766314094583 1 230% 16d 7
niklas cid:1761491477324 1 260% 43d 6
tomas cid:1765551656892 1 230% 2d 4
nid:1766314094825 c1
subset; \(A\times B\).; a relation on \(A\).
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DiskMat
nid:1766314094825 Cloze c1
Cloze answer: subset; \(A\times B\).; a relation on \(A\).
Q: A relation \(\rho\) from a set \(A\) to a set \(B\) (also called an \((A,B)\)-relation) is a {{c1::subset}} of {{c1::\(A\times B\).}} If \(A = B\), then \(\rho\) is called {{c1::a relation on \(A\).}}
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jonas cid:1766314094897 1 230% 4d 5
lorenz cid:1764867990770 1 230% 79d 12
niklas cid:1762856074679 1 245% 36d 7
nid:1766940295781
In a finite group of order \(|G|\), for \(x^e = y\), \(d\) i...
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DiskMat
nid:1766940295781
Q: In a finite group of order \(|G|\), for \(x^e = y\), \(d\) is the inverse such that \(y^d = x\) iff: (Proof included)
A: \(ed \equiv_{|G|} 1\), i.e. \(d\) is the multiplicative inverse of \(e\) modulo \(|G|\).Proof\(ed = k \cdot |G| + 1\) (multiplicative inverse)\((x^e)^d = x^{ed} = x^{k\cdot |G| + 1}\)\((x^{|G|})^k \cdot x = 1^k \cdot x = x\)Thus this returns \(x\).
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jonas cid:1766940295939 1 230% 4d 6
lorenz cid:1766448532968 1 230% 103d 11
niklas cid:1766318730351 1 245% 10d 5
nid:1764867991514
The scalar product of \(\textbf{v} \cdot \textbf{v}\) is \(\...
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LinAlg
nid:1764867991514
Q: The scalar product of \(\textbf{v} \cdot \textbf{v}\) is \(\leq or \geq\) to what?
A: \(\textbf{v} \cdot \textbf{v} \geq 0\) with equality exactly if \(\textbf{v} = \textbf{0}\).This is because we essentially square the entries and thus can't get negatives.
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lorenz cid:1764867991514 1 230% 119d 11
niklas cid:1761028945284 1 245% 43d 8
tomas cid:1765551644273 1 245% 11d 4
nid:1766314094559 c1
\(F \rightarrow G\)
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DiskMat
nid:1766314094559 Cloze c1
Cloze answer: \(F \rightarrow G\)
Q: For any formulas \(F\) and \(G\), {{c1::\(F \rightarrow G\)}} is a tautology if and only if {{c2::\(F \models G\)}}.
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niklas cid:1761491477290 2 285% 62d 13
jonas cid:1766314094565 1 215% 23d 9
nid:1766314094620
What important property do equivalence classes have?
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DiskMat
nid:1766314094620
Q: What important property do equivalence classes have?
A: The set \(A / \theta\) of equivalence classes of an equivalence relation \(\theta\) on \(A\) is a partition of \(A\). (Equivalence classes are disjoint and cover the entire set)
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jonas cid:1766314094628 2 180% 9d 12
niklas cid:1761491477412 1 260% 40d 9
nid:1766314094637
What is the meet of elements \(a\) and \(b\) in a poset?
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DiskMat
nid:1766314094637
Q: What is the meet of elements \(a\) and \(b\) in a poset?
A: Meet (\(a \land b\)): The greatest lower bound of \(\{a, b\}\).
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niklas cid:1761491477446 2 255% 10d 12
jonas cid:1766314094647 1 215% 11d 11
nid:1766314094711
How is the GCD related to ideals? (Lemma 4.4)
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DiskMat
nid:1766314094711
Q: How is the GCD related to ideals? (Lemma 4.4)
A: Let \(a, b \in \mathbb{Z}\) (not both 0). If \((a, b) = (d)\), then \(d\) is a greatest common divisor of \(a\) and \(b\).
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lorenz cid:1764867990411 2 210% 62d 17
jonas cid:1766314094732 1 230% 5d 8
nid:1766314094928 c1
cyclic
3
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DiskMat
nid:1766314094928 Cloze c1
Cloze answer: cyclic
Q: A group \(G = \) {{c2:: \(\langle g \rangle\) generated by an element}} \(g\) is called {{c1::cyclic}}.
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lorenz cid:1764867991111 2 210% 92d 12
jonas cid:1766314095056 1 230% 11d 7
nid:1766314094985
If \(b(x)\) divides \(a(x)\), then so does:
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DiskMat
nid:1766314094985
Q: If \(b(x)\) divides \(a(x)\), then so does:
A: \(v \cdot b(x)\) for any nonzero \(v \in F\). This holds because if \(a(x) = b(x) \cdot c(x)\), then \(a(x) = vb(x) \cdot (v^{-1} c(x))\).
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lorenz cid:1764867991292 2 210% 85d 12
jonas cid:1766314095135 1 230% 4d 8
nid:1766314094989
What does polynomial evaluation preserve?
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DiskMat
nid:1766314094989
Q: What does polynomial evaluation preserve?
A: Lemma 5.28: Polynomial evaluation is compatible with the ring operations: - If \(c(x) = a(x) + b(x)\) then \(c(\alpha) = a(\alpha) + b(\alpha)\) for any \(\alpha\) - If \(c(x) = a(x) \cdot b(x)\) then \(c(\alpha) = a(\alpha) \cdot b(\alpha)\) for any \(\alpha\)
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lorenz cid:1764867991309 2 210% 101d 12
jonas cid:1766314095139 1 185% 8d 10
nid:1766314094994
If we want to use roots to check that a polynomial is irredu...
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DiskMat
nid:1766314094994
Q: If we want to use roots to check that a polynomial is irreducible, it has to have?
A: Degree \(2\) or \(3\). Important: This doesn't work for polynomials of higher degrees! A degree \(4\) polynomial might be the product of two irreducible degree \(2\) polynomials, each with no roots.
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niklas cid:1764859231542 2 240% 18d 8
jonas cid:1766314095144 1 215% 8d 9
nid:1766314095000 c1
A ring \(R\) is a field if and only if {{c1:: \(\langle R \s...
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DiskMat
nid:1766314095000 Cloze c1
Q: A ring \(R\) is a field if and only if {{c1:: \(\langle R \setminus \{0\}; \cdot, \text{ }^{-1}, 1 \rangle\) is an abelian group}}.
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niklas cid:1764859231557 2 240% 23d 9
jonas cid:1766314095152 1 230% 1d 4
nid:1766314095016
When does an irreducible polynomial exist in \(\text{GF}(p)[...
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DiskMat
nid:1766314095016
Q: When does an irreducible polynomial exist in \(\text{GF}(p)[x]\)?
A: For every prime \(p\) and every \(d > 1\), there exists an irreducible polynomial of degree \(d\) in \(\text{GF}(p)[x]\). Result: we can construct a finite field with \(p^d\) elements by using an irreducible polynomial of degree \(d\)  to cap the number of coefficients at \(d\)
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niklas cid:1764859231591 2 210% 4d 14
jonas cid:1766314095170 1 230% 9d 9
nid:1766314111354
A linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_2...
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LinAlg
nid:1766314111354
Q: A linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_2\textbf{v}_2 + \dots + \lambda_n\textbf{v}_n\) is conic if
A: \(\lambda_j \geq 0\) for \(j = 1, 2, \dots, n\)
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jonas cid:1766314111354 2 210% 3d 7
lorenz cid:1764867991507 1 230% 133d 12
nid:1766314111376
Was ist der rank einer full rank matrix \(A \in \mathbb{R}^{...
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LinAlg
nid:1766314111376
Q: Was ist der rank einer full rank matrix \(A \in \mathbb{R}^{m \times n}\)?
A: \( r \le m, r \le n\), also ist der full / maximal Rank \( r = \text{min}(m,n)\)
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niklas cid:1762856073549 2 240% 47d 10
jonas cid:1766314111377 1 230% 3d 7
nid:1767089600236 c1
factored uniquely into irreducible elements (up to associate...
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DiskMat
nid:1767089600236 Cloze c1
Cloze answer: factored uniquely into irreducible elements (up to associates)
Q: In a Euclidean domain every element can be {{c1:: factored uniquely into irreducible elements (up to associates)}}
A: \(a, b\) associates (\(a \sim b\)) if \(a = ub\) for some unit \(u\).Proof sketch: Consider a nonzero, nonunit \(a \in R\). If a is irreducible, we are done. Otherwise, \(a = bc\) with both \(b,c\) nonunits. By the Euclidean property, we may assume \(\delta(b), \delta(c) < \delta(a)\). If either factor is reducible, factor it
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jonas cid:1767089600236 2 210% 1d 9
niklas cid:1767082205233 1 245% 5d 7
nid:1768160640380
How do we find a basis for the row space \(R(A) = C(A^\top)\...
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LinAlg
nid:1768160640380
Q: How do we find a basis for the row space \(R(A) = C(A^\top)\)?
A: The first \(r\) columns of \(R^\top\) where \(R\) is the RREF of \(A\) form a basis of the row space (the non-zero rows). In particular \(\dim(\textbf{R}(A)) = r\)This works because as noted before, multiplying by an invertible matrix \(M\) does not change the row-space of \(MA\) on the left.
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lorenz cid:1768182518113 2 210% 84d 11
jonas cid:1768160640388 1 230% 1d 4
nid:1766531635629
Bellman-Ford
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A&D
nid:1766531635629
Q: Bellman-Ford
A: \(O(|V| \cdot |E|)\) (uses DP)We iterate over all edges in the "relaxation" thus the time complexity of that step is \(O(m)\) (the actual check is \(O(1)\)).As we relax \(n - 1\) (or \(n\) for negative cycle check) times, the total runtime is \(O(n \cdot m)\).
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lorenz cid:1766531635631 2 210% 60d 13
tomas cid:1766576739763 1 230% 11d 5
nid:1766531635563 c1
\(\exists\) back edge
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nid:1766531635563 Cloze c1
Cloze answer: \(\exists\) back edge
Q: {{c1::\(\exists\) back edge}} \(\Longleftrightarrow\){{c2::\(\exists\) directed closed walk}}
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lorenz cid:1766531635563 2 210% 68d 13
niklas cid:1766499628105 1 275% 13d 9
nid:1766580143624
Boruvka's Algorithm
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nid:1766580143624
Q: Boruvka's Algorithm
A: \(O((|V| + |E|) \cdot \log |V|)\)During each iteration, we examine all edges to find the cheapest one: \(O(|V| + |E|)\):Run DFS to find the connected components: \(O(|V| + |E|)\)Find the cheapest one \(O(|E|)\)We iterate a total of \(\log_2 |V|\) times as each iteration halves the number of connected components.
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lorenz cid:1766580143624 2 210% 70d 13
niklas cid:1766567785295 1 245% 16d 6
nid:1765372936321
Insertion Sort
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nid:1765372936321
Q: Insertion Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n^2)\)
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niklas cid:1765301119701 2 240% 13d 15
lorenz cid:1765372936321 1 230% 93d 8
nid:1765372936212 c1
O(\log(n!))
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A&D
nid:1765372936212 Cloze c1
Cloze answer: O(\log(n!))
Q: Choose a tight bound!\({{c1::O(\log(n!))}}\leq {{c2::O(n \log(n))}}\)
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niklas cid:1765296381206 2 225% 11d 10
lorenz cid:1765372936214 1 230% 94d 8
nid:1766531635467
Maximum Subarray Sum
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nid:1766531635467
Q: Maximum Subarray Sum
A: \(\Theta(n)\)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1766531635469 2 210% 77d 12
niklas cid:1766487828097 1 230% 18d 9
nid:1765372936319
Selection Sort
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A&D
nid:1765372936319
Q: Selection Sort
A: Best Case: \(O(n^2)\)Worst Case: \(O(n^2)\)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1765383739464 2 210% 96d 12
niklas cid:1765388611002 1 230% 17d 4
nid:1766580143735 c1
 \(O(|V| \log |V|)\)
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nid:1766580143735 Cloze c1
Cloze answer:  \(O(|V| \log |V|)\)
Q: The amortised runtime of union in the Union-Find datastructure is {{c1:: \(O(|V| \log |V|)\)}}.
A: Union takes \(\Theta(\min \{ |ZHK(u)| , |ZHK(v)| \}\). In the worst case, the minimum is \(|V| / 2\) as both have the same size.Therefore over all loops, this would take \(O(|V| \log |V|)\) time, as on average we only take \(O(\log |V|)\) time.The graph stays worst case, this is the average of the calls in the worst case.
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lorenz cid:1766580143735 2 210% 82d 13
niklas cid:1766569467577 1 245% 25d 6
nid:1768344740183 c1
we know the graph is connected, i.e. \(m \geq n - 1\)
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nid:1768344740183 Cloze c1
Cloze answer: we know the graph is connected, i.e. \(m \geq n - 1\)
Q: We can run DFS in \(O(m)\) if {{c1:: we know the graph is connected, i.e. \(m \geq n - 1\)}}.
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lorenz cid:1768344740183 2 210% 88d 12
tomas cid:1768391364319 1 230% 7d 5
nid:1765372936179
When \(f = \Theta(g)\), this means?
3
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nid:1765372936179
Q: When \(f = \Theta(g)\), this means?
A: \(\exists C_1,C_2 \ge 0 \quad \forall n \in \mathbb{N}\)  \(C_1 \cdot g(n) \leq f(n) \leq C_2 \cdot g(n)\)\(f\) grows asymptotically the same as \(g\).
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lorenz cid:1765372936179 2 210% 113d 13
niklas cid:1765295553120 1 275% 20d 13
nid:1765372936170
What is l'Hôpital's Rule?
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A&D
nid:1765372936170
Q: What is l'Hôpital's Rule?
A: If \(\lim_{x \to \infty} f(x) = \lim_{x \to \infty} g(x) = \infty\) (or both \(=0\)), and \(\lim_{x \to \infty} \frac{f'(x)}{g'(x)}\) exists (or is \(\pm\infty\)), then: \(\lim_{x \to \infty} \frac{f(x)}{g(x)} = \lim_{x \to \infty} \frac{f'(x)}{g'(x)}\)
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lorenz cid:1765372936170 2 210% 117d 15
niklas cid:1765295341110 1 245% 17d 13
nid:1766531635421
What is the tree condition for 2-3 Trees implementing a dict...
3
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users
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A&D
nid:1766531635421
Q: What is the tree condition for 2-3 Trees implementing a dictionary?
A: Each node has 2 or 3 children and all leaves are on the same level.
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lorenz cid:1766531635422 2 210% 109d 13
niklas cid:1766485027705 1 245% 12d 7
nid:1766531635530 c1
it does not contain any cycles of odd length
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A&D
nid:1766531635530 Cloze c1
Cloze answer: it does not contain any cycles of odd length
Q: A graph is bipartite if and only if {{c1::it does not contain any cycles of odd length}}.
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lorenz cid:1766531635530 2 210% 112d 12
tomas cid:1766501315060 1 230% 21d 12
nid:1765372936194 c2
O(\log(n!))
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nid:1765372936194 Cloze c2
Cloze answer: O(\log(n!))
Q: Choose a tight bound!\({{c1::O(n)}} \leq {{c2::O(\log(n!))}}\)
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lorenz cid:1765372936195 2 210% 142d 13
niklas cid:1765296057128 1 230% 18d 4
nid:1764867990542 c1
Find a suitable statement \( T\).
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DiskMat
nid:1764867990542 Cloze c1
Cloze answer: Find a suitable statement \( T\).
Q: Proof method: Proof by Contradiction1. {{c1:: Find a suitable statement \( T\).}}2. {{c2:: Prove that \( T \) is false.}}3. {{c3:: Assume that \( S \) is false and prove that \( T \) is true (-> contradiction).}}
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niklas cid:1762856073567 2 240% 43d 11
lorenz cid:1764867990542 1 230% 117d 9
nid:1764867991070 c2
If {{c2:: the order \(\text{ord}(a)\) of \(a \in G\) is \(|G...
3
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users
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DiskMat
nid:1764867991070 Cloze c2
Q: If {{c2:: the order \(\text{ord}(a)\) of \(a \in G\) is \(|G|\)}}, {{c1:: it has "volle Ordung"}}.
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lorenz cid:1764867991070 2 210% 103d 14
niklas cid:1764859231361 1 260% 18d 6
nid:1764867991498 c1
4
3
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users
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DiskMat
nid:1764867991498 Cloze c1
Cloze answer: 4
Q: Every polynomial of degree {{c1:: 4}} is {{c2:: either irreducible or it has a factor of degree 1 or irreducible factor of degree 2}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1764860973873 2 240% 2d 9
lorenz cid:1764867991498 1 230% 151d 9
nid:1767918757756 IO r5
[Image Occlusion region 5]
3
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EProg
nid:1767918757756 Cloze c5
Q: {{c1::image-occlusion:rect:left=.2281:top=.3427:width=.0814:height=.2045:oi=1}}{{c2::image-occlusion:rect:left=.3053:top=.345:width=.1142:height=.2067:oi=1}}{{c3::image-occlusion:rect:left=.1625:top=.5221:width=.0693:height=.2181:oi=1}}{{c4::image-occlusion:rect:left=.1625:top=.713:width
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niklas cid:1767888505029 2 240% 13d 13
lorenz cid:1767918757756 1 230% 117d 10
nid:1768263610799 c3
Assume \(Q\) is orthogonal and square. Then:{{c1::\(QQ^\top ...
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LinAlg
nid:1768263610799 Cloze c3
Q: Assume \(Q\) is orthogonal and square. Then:{{c1::\(QQ^\top = I\)}}{{c2::\(Q^{-1} = Q^\top\)}}{{c3::The columns form an orthonormal basis for \(\mathbb{R}^n\).}}
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niklas cid:1768214114072 2 210% 2d 6
lorenz cid:1768263610801 1 230% 72d 11
nid:1768263610411 c1
Let \(A \in \mathbb{R}^{m \times n}\). Then \(N(A) = {{c1::N...
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LinAlg
nid:1768263610411 Cloze c1
Q: Let \(A \in \mathbb{R}^{m \times n}\). Then \(N(A) = {{c1::N(A^\top A)::\text{another nullspace} }}\). Proof Included
A: \(N(A) = N(A^\top A)\) holds because:if \(x \in N(A)\) then \(Ax = 0 \implies A^\top Ax = A \cdot 0 \implies A^\top A x = 0\).if \(x \in N(A^\top A)\) then \(A^\top A x = 0\), which means \[ 0 = x^\top 0 = x^\top A^\top Ax = (Ax)^\top(Ax) = ||Ax||^2 \implies Ax = 0 \]
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niklas cid:1768210666216 2 225% 2d 9
lorenz cid:1768263610411 1 230% 80d 11
nid:1768182517405 c1
unique
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LinAlg
nid:1768182517405 Cloze c1
Cloze answer: unique
Q: The output of Gauss-Jordan on a matrix \(A\) is {{c1::unique::property?}}.
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niklas cid:1768140043186 2 225% 2d 9
lorenz cid:1768182517405 1 230% 88d 10
nid:1768344745873 c1
 \(C(A^\top)\)
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LinAlg
nid:1768344745873 Cloze c1
Cloze answer:  \(C(A^\top)\)
Q: For a full row rank matrix \(A\), the unique solution to\[{{c1:: \min_{x \in \mathbb{R}^n} ||x||^2 \text{ s.t. } Ax = b}}\] is given by the vector \(\hat{x} = A^\dagger b\). This \(\hat{x}\) is in {{c1:: \(C(A^\top)\)}}. Proof Included
A: Proof By Lemma 6.4.5 we only need to show that \(\hat{x} = A^\dagger b\) satisfies \(A \hat{x} = b\) and that \(\hat{x} \in C(A^\top)\).\(A\hat{x} = AA^\dagger b = AA^\top (AA^\top)^{-1}b = b\) \(\hat{x} = A^\dagger b = A^\top ((AA^\top)^{-1} b) = A^\top y\) for some \(y\) thus \(x \in C(A^\top)\).
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lorenz cid:1768344745873 2 210% 122d 14
niklas cid:1768302903149 1 230% 2d 6
nid:1772546471834 c1
gibt es mindestens einen Pfad mit Start- und Endkante in \( ...
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A&W
nid:1772546471834 Cloze c1
Cloze answer: gibt es mindestens einen Pfad mit Start- und Endkante in \( M' \)
Q: Seien \( M \), \( M' \) beliebige Matchings.Betrachte den Teilgraphen mit Kantenmenge \( M \oplus M' \).Falls \( |M| < |M'| \), so {{c1::gibt es mindestens einen Pfad mit Start- und Endkante in \( M' \)}}.
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lorenz cid:1772546471834 2 210% 19d 15
niklas cid:1772569386186 1 260% 20d 8
nid:1773307908373 IO r1
[Image Occlusion region 1]
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A&W
nid:1773307908373 Cloze c1
Q: {{c1::image-occlusion:rect:left=.1376:top=.5345:width=.6408:height=.0783}}{{c2::image-occlusion:rect:left=.0886:top=.6098:width=.903:height=.2198}}{{c3::image-occlusion:rect:left=.2343:top=.9079:width=.0768:height=.0783}}
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lorenz cid:1773307908375 2 210% 23d 14
niklas cid:1773420068090 1 245% 5d 6
nid:1771526674685 c1
\(v \neq root\), und \(v\) hat ein Kind \(u\) im DFS-Baum mi...
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A&W
nid:1771526674685 Cloze c1
Cloze answer: \(v \neq root\), und \(v\) hat ein Kind \(u\) im DFS-Baum mit \(low[u] \geq dfs[v]\)
Q: \(v\) ist genau dann Artikulationsknoten, wenn:{{c1::\(v \neq root\), und \(v\) hat ein Kind \(u\) im DFS-Baum mit \(low[u] \geq dfs[v]\)}} oder {{c2::\(v = root\), und \(v\) hat mindestens zwei Kinder im DFS-Baum.}}
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niklas cid:1771535790933 2 255% 13d 14
lorenz cid:1771526674686 1 230% 30d 12
nid:1771362440456 c1
einen Knoten mit Grad < \(k\)
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users
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A&W
nid:1771362440456 Cloze c1
Cloze answer: einen Knoten mit Grad < \(k\)
Q: Enthält \(G\) {{c1::einen Knoten mit Grad < \(k\)}}, so ist \(G\) {{c2::nicht \(k\)-zusammenhängend}}.
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niklas cid:1771366536184 2 270% 17d 13
lorenz cid:1771362440456 1 230% 48d 12
nid:1772496585463
Was ist eine Folge?
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Analysis
nid:1772496585463
Q: Was ist eine Folge?
A: Eine Funktion \(\mathbb{N} \rightarrow \mathbb{R}\).
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lorenz cid:1772496585463 2 210% 20d 12
niklas cid:1772520270520 1 260% 35d 6
nid:1771973928588 c1
Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \...
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Analysis
nid:1771973928588 Cloze c1
Q: Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \(\mathbb{Q}\) mit \(a < q < b\){{c1:: Wähle nach Archimedischem Prinzip \(n \in \mathbb{N}\) so dass \(\frac{1}{n} < b - a\).}}{{c2:: \(\frac{m}{n} \mid m \in \mathbb{Z}\) diese
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lorenz cid:1771973928591 2 210% 6d 11
niklas cid:1771969342907 1 275% 42d 9
nid:1772496585510
Was ist ein Häufungspunkt?
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Analysis
nid:1772496585510
Q: Was ist ein Häufungspunkt?
A: Grenzwert einer Teilfolge (Punkt, an den eine Folge immer wieder beliebig nahe herankommt)\[\forall \varepsilon > 0 \forall N \in \mathbb{N}_0 \exists n \geq N \text{ so dass } | a_n - A | < \varepsilon\]
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niklas cid:1772520282861 2 225% 90d 15
lorenz cid:1772496585510 1 230% 33d 8
nid:1771973928498 c1
Der Abstand zwischen zwei komplexen Zahlen \(z_1, z_2\) ist ...
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Analysis
nid:1771973928498 Cloze c1
Q: Der Abstand zwischen zwei komplexen Zahlen \(z_1, z_2\) ist \( d = {{c1:: |z_2 - z_1 | = |z_1 - z_2| ::\text{Beide Formen} }}\).
A: Hier gilt wieder die Dreiecksungleichung: \(|z + w| \leq |z| + |w|\).
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lorenz cid:1771973928498 2 210% 9d 16
niklas cid:1771970006360 1 245% 45d 5
nid:1771973928515 c1
Division im Komplexen:\[ \frac{z}{w} = {{c1:: \frac{z \cdot ...
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Analysis
nid:1771973928515 Cloze c1
Q: Division im Komplexen:\[ \frac{z}{w} = {{c1:: \frac{z \cdot \overline{w} }{|w|^2} }} \]
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lorenz cid:1771973928515 2 210% 20d 16
niklas cid:1771969799448 1 245% 102d 7
nid:1774138446805 c1
beschränkte Folge reeller Zahlen
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Analysis
nid:1774138446805 Cloze c1
Cloze answer: beschränkte Folge reeller Zahlen
Q: Jede {{c1::beschränkte Folge reeller Zahlen}} hat {{c2::einen Häufungspunkt und eine konvergente Teilfolge}}.Proof idea included
A: (Bolzano-Weierstrass)Beachte: Dies gilt nur für die 1-norm!Proof Idea: Nested Intervals. Always bisect the interval. Since the sequence is infinite, at least one of the intervals must contain an infinite amount of terms.
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niklas cid:1774006423271 2 225% 1d 11
lorenz cid:1774138446805 1 230% 28d 11
nid:1771973928615 c1
Ordnungsvollständigkeit:Seien \(A, B \subseteq \mathbb{R}\),...
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Analysis
nid:1771973928615 Cloze c1
Q: Ordnungsvollständigkeit:Seien \(A, B \subseteq \mathbb{R}\), sodass {{c2:: \(A \neq \emptyset\), \(B \neq \emptyset\)}} {{c2:: \(\forall a \in A \ \forall b \in B \ : \ a \leq b\)}} Dann {{c1:: gibt es ein \(c \in \mathbb{R}\), sodass \[ \foral
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niklas cid:1771974617624 2 225% 22d 8
lorenz cid:1772327995619 1 230% 33d 12
nid:1771973928518 c1
Für \(z \in \mathbb{C}\) gilt:  \(z + \bar{z} = {{c1:: 2 \te...
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users
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Analysis
nid:1771973928518 Cloze c1
Q: Für \(z \in \mathbb{C}\) gilt:  \(z + \bar{z} = {{c1:: 2 \text{ Re}(z)}} \text{ und } z - \bar{z} = {{c1:: 2i \text{ Im}(z) }}\)
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niklas cid:1771969623472 2 255% 44d 9
lorenz cid:1771973928518 1 230% 41d 11
nid:1771777467576
How can we convert the expansion of \(F\) to the expansion o...
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DDCA
nid:1771777467576
Q: How can we convert the expansion of \(F\) to the expansion of \(\overline F\)?
A: \[\begin{array}{r l c r l} \text{E.g., } F(A,B,C) & = \sum m(3,4,5,6,7) & \longrightarrow & \overline{F}(A,B,C) & = \sum m(0,1,2) \\ & = \prod M(0,1,2) & \longrightarrow & & = \prod M(3,4,5,6,7) \end{array}\]
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lorenz cid:1771777467576 2 210% 19d 14
niklas cid:1771872607280 1 230% 3d 5
nid:1772117145754
How do we guarantee correct operation of an R-S Latch?
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DDCA
nid:1772117145754
Q: How do we guarantee correct operation of an R-S Latch?
A: We add two more NAND gates.\(Q\) takes the value of \(D\), when write enable (WE) is set to 1.\(S\) and \(R\) can never be 0 at the same time!
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lorenz cid:1772117145754 2 210% 18d 16
niklas cid:1772209100527 1 245% 6d 6
nid:1766498257927 c1
it must lie on a cycle
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users
212%
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A&D
nid:1766498257927 Cloze c1
Cloze answer: it must lie on a cycle
Q: If a vertex of degree \(\geq 2\) is not a cut vertex then {{c1::it must lie on a cycle}}.
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niklas cid:1766498257927 2 195% 3d 11
tomas cid:1766501315059 1 230% 13d 5
nid:1771364277451 c1
Scheduling overhead
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users
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PProg
nid:1771364277451 Cloze c1
Cloze answer: Scheduling overhead
Q: {{c1::Scheduling overhead}} is the {{c2::extra time spent by the system or the algorithm}} to distribute work on {{c3::multiple threads/tasks}}.
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tomas cid:1771363955146 2 210% 9d 10
niklas cid:1771364277454 1 245% 20d 7
nid:1766314094859
For what \(m\) is \(\mathbb{Z}^*_m\) cyclic? (Theorem 5.15)
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DiskMat
nid:1766314094859
Q: For what \(m\) is \(\mathbb{Z}^*_m\) cyclic? (Theorem 5.15)
A: The group \(\mathbb{Z}^*_m\) is cyclic if and only if:• \(m = 2\)• \(m = 4\)• \(m = p^e\) (where p is an odd prime and \(e ≥ 1\))• \(m = 2p^e\) (where p is an odd prime and \(e ≥ 1\)) Example: Is \(\mathbb{Z}^*_{19}\) cyclic? What is a generator? Yes, \(\mathbb{Z}^*_{19}\) is cyclic (since \(19\) is an odd prime). 2 is a generator.Powers of 2: 2, 4, 8, 16, 13, 7, 14
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094933 3 175% 8d 18
nid:1766940295689 c1
empty clause \(\emptyset\) (formula with no literals)
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users
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DiskMat
nid:1766940295689 Cloze c1
Cloze answer: empty clause \(\emptyset\) (formula with no literals)
Q: The {{c1::empty clause \(\emptyset\) (formula with no literals)}} corresponds to an {{c2::unsatisfiable formula}}.
A: A disjunction with no disjuncts is false.
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jonas cid:1766940295781 3 175% 3d 11
nid:1766531635539 c1
 \(\exists\) toposort
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A&D
nid:1766531635539 Cloze c1
Cloze answer:  \(\exists\) toposort
Q: {{c1:: \(\exists\) toposort}} \(\Longleftrightarrow\) {{c2:: \(\lnot \exists\) directed closed walk}}
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lorenz cid:1766531635540 3 190% 63d 14
nid:1765372936281 c1
{{c1:: \(\sum_{i = 1}^{n} i^3\)::Sum}}  \(=\) {{c2::\(\frac{...
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users
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A&D
nid:1765372936281 Cloze c1
Q: {{c1:: \(\sum_{i = 1}^{n} i^3\)::Sum}}  \(=\) {{c2::\(\frac{n^2(n + 1)^2}{4}\)}} 
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lorenz cid:1765372936281 3 190% 87d 17
nid:1765372936266 c1
{{c1:: \(\sum_{i = 1}^{n} \sum_{k = 1}^{\textbf{i} } 1\)::Su...
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users
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A&D
nid:1765372936266 Cloze c1
Q: {{c1:: \(\sum_{i = 1}^{n} \sum_{k = 1}^{\textbf{i} } 1\)::Sum}}  \(=\) {{c2::  \(\sum_{i = 1}^n i = \frac{n(n + 1)}{2}\)}} 
A: inner loop depends on outer
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lorenz cid:1765372936267 3 190% 97d 16
nid:1765372936203 c1
O(k^n)
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A&D
nid:1765372936203 Cloze c1
Cloze answer: O(k^n)
Q: Choose a tight bound!\({{c1::O(k^n)}} \leq {{c2::O(n!)}}\)
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lorenz cid:1765372936203 3 190% 108d 17
nid:1769211470058
How can you find the upper bound of a geometric series like ...
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A&D
nid:1769211470058
Q: How can you find the upper bound of a geometric series like \(T = 7^1, 7^2, \ldots, 7^n\)?
A: Use the multiply-subract trick.Mutliply the series by its base: \(7T\)Subtract: \(7T - T = 7^{n+1} - 7^1\) (middle terms cancel)Factor: \(T(7-1) = 7^{n+1} - 7^1\)Divide: \(T = \frac{7^{n+1} - 7^1}{6}\)This trick works even if every term has a constant coefficient.
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lorenz cid:1769211470058 3 190% 98d 15
nid:1766448532960 c2
\(e\) coprime to \(|G|\)
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DiskMat
nid:1766448532960 Cloze c2
Cloze answer: \(e\) coprime to \(|G|\)
Q: In a finite group the function \(x \rightarrow x^e\) is {{c1:: a bijection}} if {{c2::\(e\) coprime to \(|G|\)}}.For \(x^e = y\), the inverse of \(y\) is {{c3:: the unique \(e\)-th root \(x = y^d\), with \(de \equiv_{|G|} 1\)}}.
A: Proof:We have \(ed = k \cdot |G| + 1\) for some \(k\). Thus, for any \(x \in G\) we have\[(x^e)^d = x^{ed} = x^{k \cdot |G| + 1} = \underbrace{(x^{|G|})^k}_{=1} \cdot x = x\]which means that the function \(y \mapsto y^d\) is the inverse function of the function \(x \mapsto x^e\) (which is hence a bijection). The under-braced term is equal to 1 because the order of \(x\) must divide the order of \(G\) (Lagrange).
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lorenz cid:1766448532960 3 190% 62d 17
nid:1764867990499
How can we use the CRT to decompose remainders like \(R_{77}...
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DiskMat
nid:1764867990499
Q: How can we use the CRT to decompose remainders like \(R_{77}(n)\)?
A: We can decompose \(77 = 11 \cdot 7\) and then calculate:\(R_7(n) = 3\)\(R_{11}(n) = 5\)Then to find the result mod 77, we use the CRT.Find \(11^{-1} \pmod{7} = 2\) (since \(11 \cdot 2 = 22 \equiv 1 \pmod{7}\))Find \(7^{-1} \pmod{11} = 8\) (since \(7 \cdot 8 = 56 \equiv 1 \pmod{11}\))Calculate: \(x = 3 \cdot 11 \cdot 2 + 5 \cdot 7 \cdot 8 = 66 + 280 = 346 \equiv 38 \pmod{77}\)Therefo
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lorenz cid:1764867990499 3 190% 72d 18
nid:1767105269557
What's the definition of an Euclidean domain?
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DiskMat
nid:1767105269557
Q: What's the definition of an Euclidean domain?
A: A euclidean domain is an integral domain  \(D\) together with a degree function \(d: D \setminus {0} \rightarrow \mathbb{N}\) such that:For every \(a\) and \(b \neq 0\) in \(D\) there exist \(q\) and \(r\) such that \(a = bq + r\) and \(d(r) < d(b)\) or \(r = 0\)For all nonzero \(a\) and \(b\) in \(D\), \(d(a) \leq d(ab)\).
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lorenz cid:1767105269557 3 190% 93d 18
nid:1768182517631 c3
one unique inverse \(-v\) for all \(v\)
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LinAlg
nid:1768182517631 Cloze c3
Cloze answer: one unique inverse \(-v\) for all \(v\)
Q: In a vector space \(V\) three important properties hold:{{c1::\(0v = 0\) for all \(v\)}}{{c2:: there is only one \(0\)}}{{c3:: one unique inverse \(-v\) for all \(v\)}}
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lorenz cid:1768182517632 3 190% 63d 16
nid:1765553400173
What is a property that always holds for linear transformati...
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LinAlg
nid:1765553400173
Q: What is a property that always holds for linear transformations?
A: \(T(0) = 0\)
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lorenz cid:1765553400173 3 190% 76d 14
nid:1768182517848 c2
\(b \neq 0\)
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LinAlg
nid:1768182517848 Cloze c2
Cloze answer: \(b \neq 0\)
Q: If {{c2::\(b \neq 0\)}}, \(\textbf{Sol}(A, b)\) is {{c1::not a subspace of \(\mathbb{R}^n\)}}.
A: Because it doesn't contain the zero vector!If \(b \neq 0\), the the solution space is "shifted" off the origin:
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lorenz cid:1768182517849 3 190% 76d 17
nid:1768182518360
How do we find a basis for the nullspace of \(A\)?
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LinAlg
nid:1768182518360
Q: How do we find a basis for the nullspace of \(A\)?
A: Compute the RREF form \(R\) of \(A\) (\(MA\) has the same nullspace as \(A\): \(\textbf{N}(A) = \textbf{N}(MA)\))Remove any zero rows (because \(0^\top x = 0\) regardless of \(x\))Solve for \(Rx = 0\):We seperate the matrix into the identity and the "rest". Note that for this we take colu
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lorenz cid:1768182518361 3 190% 74d 16
nid:1768182517987
Express \(\text{Sol}(A, b)\) in standard form:
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LinAlg
nid:1768182517987
Q: Express \(\text{Sol}(A, b)\) in standard form:
A: \(\textbf{Sol}(A, 0) = \textbf{N}(A)\) as we search for the zeros. We thus first find the nullspace, and then shift it by an arbitrary solution of \(Ax = b\).Let \(s\) be some solution of \(Ax = b\). Then \[ \textbf{Sol}(A, b) = \{s + x : x \in \textbf{N}(A)\} \]
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lorenz cid:1768182517988 3 190% 78d 16
nid:1768182518324 c1
unique
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LinAlg
nid:1768182518324 Cloze c1
Cloze answer: unique
Q: For \(A\) written in CR-Decomposition \(A = CR'\), \(R'\) is {{c1:: unique::property? and why proof?}}.
A: \(R'\) is unique because the \(C\) is linearly independent and there's only one way to write a vector (the columns of \(A\)) as the linear combination of independent vectors.
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lorenz cid:1768182518324 3 190% 125d 18
nid:1774487165116 c2
minimales (gewichtsminimales) perfektes Matching
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A&W
nid:1774487165116 Cloze c2
Cloze answer: minimales (gewichtsminimales) perfektes Matching
Q: Für \(n\) gerade und \(\ell : \binom{[n]}{2} \to \mathbb{N}_0\) kann man in Zeit \(O({{c1::n^3}})\) ein {{c2::minimales (gewichtsminimales) perfektes Matching}} in \(K_n\) finden.
A: Das ist der Blossom-Algorithmus.Dies wird im Christofides-Algorithmus für das metrische TSP benötigt.
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lorenz cid:1774487165117 3 190% 3d 14
nid:1776171249095 c1
Eine Zufallsvariable \(X\) mit Dichte\[f_X(i) = \begin{cases...
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A&W
nid:1776171249095 Cloze c1
Q: Eine Zufallsvariable \(X\) mit Dichte\[f_X(i) = \begin{cases}{{c1:: \frac{e^{-\lambda} \lambda^i}{i!} }} & \text{für } i \in \mathbb{N}_0 \\ 0 & \text{sonst} \end{cases}\]heisst {{c2::poisson-verteilt}} mit Parameter \(\lambda\).Man schreibt das auch als \({{c2::X \sim \text{Po}
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lorenz cid:1776171249097 3 190% 2d 14
nid:1776332605880 c1
Seien \(\delta, \varepsilon > 0\). Falls \({{c1::N \geq 3\,\...
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nid:1776332605880 Cloze c1
Q: Seien \(\delta, \varepsilon > 0\). Falls \({{c1::N \geq 3\,\frac{|U|}{|S|} \cdot \frac{1}{\varepsilon^2} \cdot \ln(\tfrac{2}{\delta})}}\), ist die Ausgabe \(Y\) von Target-Shooting mit Wahrscheinlichkeit mindestens \(1 - \delta\) im Intervall \[{
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lorenz cid:1776332605882 3 190% 4d 13
nid:1774358596854 c1
Seien \(A_1, \ldots, A_n\) paarweise disjunkte Ereignisse un...
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nid:1774358596854 Cloze c1
Q: Seien \(A_1, \ldots, A_n\) paarweise disjunkte Ereignisse und sei \(B \subseteq A_1 \cup \cdots \cup A_n\). Dann gilt: \[\Pr[B] = {{c1::\sum_{i=1}^{n} \Pr[B\mid A_i] \cdot \Pr[A_i]}}.\]
A: Satz von der totalen WahrscheinlichkeitBeispiel: Ziegenproblem
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lorenz cid:1774358596854 3 190% 8d 17
nid:1774917593197
Sei \(X=\) Anzahl Würfe bis zum ersten Kopf mit \(\Pr[\text{...
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nid:1774917593197
Q: Sei \(X=\) Anzahl Würfe bis zum ersten Kopf mit \(\Pr[\text{Kopf}] = p\). Welche Methode verwenden wir bei einem gedächtnislosen Problem wie diesem?
A: Definiere \(K_1\) = "erster Wurf ist Kopf." Wende totale Erwartung bedingt auf \(K_1\) an:\(\mathbb{E}[X \mid K_1] = 1\) (sofort fertig)\(\mathbb{E}[X \mid \overline{K}_1] = 1 + \mathbb{E}[X]\) (gedächtnislos: nach Zahl startet der Prozess identisch neu, plus der eine verbrauchte Wurf)Einsetzen in \(\mathbb{E}[X] = 1 \cdot p + (1 + \mathbb{E}[X])(1-p)\) und Auflösen ergibt \(\mathbb{E}[X] = 1/p\). Vermeidet die direkte Berechnung von \(\sum k \cdot (1-p)^{k-1} p\).
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lorenz cid:1774917593197 3 190% 5d 17
nid:1776174687031 c1
\(N\) und \(X\) seien zwei unabhängige Zufallsvariablen mit ...
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nid:1776174687031 Cloze c1
Q: \(N\) und \(X\) seien zwei unabhängige Zufallsvariablen mit \(W_N \subseteq \mathbb{N}\). Weiter sei\[Z := \sum_{i=1}^{N} X_i,\]wobei \(X_1, X_2, \ldots\) unabhängige Kopien von \(X\) sind.Dann gilt:\[\mathbb{E}[Z] = {{c1::\mathbb{E}[N] \cdot \mathbb{E}[X]}}.\]
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lorenz cid:1776174687031 3 190% 6d 12
nid:1773310695996 c1
chromatischer Zahl \(\geq r\)
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nid:1773310695996 Cloze c1
Cloze answer: chromatischer Zahl \(\geq r\)
Q: \(\forall k \in \mathbb{N},\ \forall r \in \mathbb{N}\): Es gibt Graphen ohne einen Kreis mit Länge \(\leq k\), aber mit {{c1::chromatischer Zahl \(\geq r\)}}.
A: Lokal sieht der Graph aus wie ein Baum (alle Knoten, die man von einem \(v\) aus in \(k/2\) Schritten erreichen kann).
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lorenz cid:1773310695996 3 190% 8d 18
nid:1774917593418 c1
Für eine beliebige Zufallsvariable \(X\) und \(a, b \in \mat...
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nid:1774917593418 Cloze c1
Q: Für eine beliebige Zufallsvariable \(X\) und \(a, b \in \mathbb{R}\) gilt:  \[\operatorname{Var}[a \cdot X + b] = {{c1::a^2 \cdot \operatorname{Var}[X]}}\]Proof Included
A: Beweis:\(\operatorname{Var}[X + b] = \mathbb{E}[(X + b - \mathbb{E}[X + b])^2]\) \(= \mathbb{E}[(X - \mathbb{E}[X])^2]\) \(= \operatorname{Var}[X]\) Mit Hilfe von \(\text{Var}[X] = \mathbb{E}[X^2] - \mathbb{E}[X]^2\) erhalten wir \(\operatorname{Var}[a \cdot X] = \mathbb{E}[(aX)^2] - \mathbb{E}[aX]^2\) \(= a^2 \mathbb{E}[X^2] - (a\mathbb{E}[X])^2 = a^2 \cdot \operatorname{Var}[X]\)
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lorenz cid:1774917593418 3 190% 8d 14
nid:1772046206585
Was ist der Speicherbedarf von Hamiltonkreise mit DP?
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nid:1772046206585
Q: Was ist der Speicherbedarf von Hamiltonkreise mit DP?
A: \(n\cdot2^n\)
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lorenz cid:1772046206585 3 190% 17d 20
nid:1772928333399 c1
\[ \cos\!\left(\frac{11\pi}{6}\right) = {{c1::\frac{\sqrt{3}...
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Analysis
nid:1772928333399 Cloze c1
Q: \[ \cos\!\left(\frac{11\pi}{6}\right) = {{c1::\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333399 3 190% 15d 18
nid:1774487165205
Was gilt auf dem Rand des Konvergenzkreises \(|x - a| = R\) ...
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Analysis
nid:1774487165205
Q: Was gilt auf dem Rand des Konvergenzkreises \(|x - a| = R\) einer Potenzreihe?
A: Keine allgemeine Aussage - kommt auf den Einzelfall an:\(\sum \frac{x^n}{n}\): divergiert für \(x = 1\), konvergiert für \(x = -1\) (Leibniz)\(\sum \frac{x^n}{n^2}\): konvergiert für alle \(|x| = 1\) (absolut)\(\sum x^n\): divergiert für alle \(|x| = 1\)
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lorenz cid:1774487165206 3 190% 1d 13
nid:1774917594689 c1
Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\), es sei \(x_0 \i...
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Analysis
nid:1774917594689 Cloze c1
Q: Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\), es sei \(x_0 \in \mathbb{R}\) und es gelte \[{{c1::\mathbb{D}(f) \cap (x_0 - \delta,\, x_0 + \delta) \neq \emptyset \quad \forall \delta > 0}}\]Dann ist \(L \in \mathbb{R}\) der Grenzwert/Limes von \(f(x)\) an der Stelle \(x_0\), falls gilt \[{{c2::\be
A: Beachte, dass die Funktion nicht unbedingt an der Stelle \(x_0\) des Grenzwerts definiert sein muss (siehe Sprungstelle, Definitionslücke).
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lorenz cid:1774917594689 3 190% 1d 14
nid:1774917595188 c1
Unstetigkeitsstelle
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Analysis
nid:1774917595188 Cloze c1
Cloze answer: Unstetigkeitsstelle
Q: Dieser Graph hat eine {{c1::Unstetigkeitsstelle}}.
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lorenz cid:1774917595188 3 190% 6d 16
nid:1774138448037
Trick: FixpunktSei eine Folge rekursiv definiert durch \(a_1...
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nid:1774138448037
Q: Trick: FixpunktSei eine Folge rekursiv definiert durch \(a_1 = c\) und \(a_{n+1} = f(a_n)\). 
A: Falls \((a_n)\) konvergiert (z.B. nach Weierstrass), setzt man \(l = \lim_{n \to \infty} a_n \) \(= \lim_{n \to \infty} a_{n+1}\) und erhält die Fixpunktgleichung: \(l = f(l)\) Man löst diese Gleichung nach \(l\) auf und schließt anhand der Eigenschaften der Folge (Vorzeichen, Monotonie, Beschränktheit) aus, welcher Kandidat der tatsächliche Grenzwert ist.
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lorenz cid:1774138448037 3 190% 2d 16
nid:1774917594689 c2
Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\), es sei \(x_0 \i...
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Analysis
nid:1774917594689 Cloze c2
Q: Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\), es sei \(x_0 \in \mathbb{R}\) und es gelte \[{{c1::\mathbb{D}(f) \cap (x_0 - \delta,\, x_0 + \delta) \neq \emptyset \quad \forall \delta > 0}}\]Dann ist \(L \in \mathbb{R}\) der Grenzwert/Limes von \(f(x)\) an der Stelle \(x_0\), falls gilt \[{{c2::\be
A: Beachte, dass die Funktion nicht unbedingt an der Stelle \(x_0\) des Grenzwerts definiert sein muss (siehe Sprungstelle, Definitionslücke).
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lorenz cid:1774917594690 3 190% 8d 16
nid:1774487166307 c1
Exponentialreihe:\[\exp(z) = {{c1:: \sum_{n=0}^\infty \frac{...
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Analysis
nid:1774487166307 Cloze c1
Q: Exponentialreihe:\[\exp(z) = {{c1:: \sum_{n=0}^\infty \frac{z^n}{n!} }}\]Diese Reihe konvergiert {{c2::absolut für alle \(z \in \mathbb{C}\)::Konvergenztyp}}.
A: (Konvergenzradius \(R = \infty\))
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lorenz cid:1774487166308 3 190% 8d 17
nid:1774487166317 c1
Die Riemansche-Zeta Funktion Reihe \(\displaystyle\zeta(s) =...
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Analysis
nid:1774487166317 Cloze c1
Q: Die Riemansche-Zeta Funktion Reihe \(\displaystyle\zeta(s) = {{c1:: \sum_{n=1}^\infty \frac{1}{n^s} }}\) konvergiert für {{c2::\(s > 1\)}} und divergiert für {{c2::\(s\leq1\)}}.
A: Oft als Referenzreihe im Vergleichssatz nützlich (wenn Wurzel/Quotient versagen).
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lorenz cid:1774487166318 3 190% 8d 17
nid:1771973928588 c2
Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \...
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Analysis
nid:1771973928588 Cloze c2
Q: Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \(\mathbb{Q}\) mit \(a < q < b\){{c1:: Wähle nach Archimedischem Prinzip \(n \in \mathbb{N}\) so dass \(\frac{1}{n} < b - a\).}}{{c2:: \(\frac{m}{n} \mid m \in \mathbb{Z}\) diese
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lorenz cid:1771973928590 3 190% 25d 17
nid:1771973928592 c1
Eulersche Formel:\[ \sin(t) = {{c1:: \frac{e^{it} - e^{-it} ...
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Analysis
nid:1771973928592 Cloze c1
Q: Eulersche Formel:\[ \sin(t) = {{c1:: \frac{e^{it} - e^{-it} }{2i} ::\text{Exponentialform} }}\]
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lorenz cid:1771973928592 3 190% 20d 20
nid:1771778752681 c1
either the input A or the input B
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DDCA
nid:1771778752681 Cloze c1
Cloze answer: either the input A or the input B
Q: The output C of a MUX is always connected to {{c1::either the input A or the input B}}. 
A: Output value depends on the value of the select line S.
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lorenz cid:1771778752681 3 190% 14d 20
nid:1773754343154 c1
Overhead and synchronization barriers
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PProg
nid:1773754343154 Cloze c1
Cloze answer: Overhead and synchronization barriers
Q: What factors limit scalability?Sequential part of the program (Amdahl's law)Data structures and algorithmsWork distribution strategyWork scheduling strategy{{c1::Overhead and synchronization barriers}}Memory access and caches
A: How much time is spent on synchronization, locking, context switching?Frequent context switches introduce delays that degrade parallel performance.High contention for shared resources or excessive synchronization barriers create bottlenecks that limit parallel efficiency.
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lorenz cid:1773754343155 3 190% 7d 18
nid:1761491477383
When is a relation \(\rho\) on set \(A\) symmetric?
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DiskMat
nid:1761491477383
Q: When is a relation \(\rho\) on set \(A\) symmetric?
A: When \(a \ \rho \ b \Longleftrightarrow b \ \rho \ a\) for all \(a, b \in A\), i.e., \(\rho = \hat{\rho}\)
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niklas cid:1761491477384 3 235% 65d 19
nid:1762856073615 c1
least (greatest) element of \(A\)
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DiskMat
nid:1762856073615 Cloze c1
Cloze answer: least (greatest) element of \(A\)
Q: Consider the poset \((A; \preceq)\).\(a \in A\) is the {{c1::least (greatest) element of \(A\)}} if {{c2::\(a \preceq b\) (\(a \succeq b) \) for all \(b \in A\)}}
A: Note that a least or a greatest element need not exist. However, there can be at most one least element, as suggested by the word “the” in the definition. This follows directly from the antisymmetry of \(\preceq\). If there were two least elements, they would be mutually comparable, and hence must be equal.
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niklas cid:1762856073623 3 220% 4d 11
nid:1765198200589
How can one get a lower bound for the function \(n!\) ?
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A&D
nid:1765198200589
Q: How can one get a lower bound for the function \(n!\) ?
A: One could simply take only the largest 90% of elements: \(n! \geq 1 \cdot 2 \cdot ... \cdot n \geq n/10 \cdot ... \cdot n\)\(\geq (n/10)^{0.9n}\)
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niklas cid:1765198200589 3 250% 27d 16
nid:1765296364773 c1
O(\log(n))
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nid:1765296364773 Cloze c1
Cloze answer: O(\log(n))
Q: Choose a tight bound!\({{c1::O(\log(n))}}\leq {{c2::O(n)}}\)
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niklas cid:1765296364773 3 235% 10d 17
nid:1766000828772
What is the number of generators of \(\mathbb{Z}_n^*\)?
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DiskMat
nid:1766000828772
Q: What is the number of generators of \(\mathbb{Z}_n^*\)?
A: 1. Verify that \(\mathbb{Z}_n^*\)is cyclic (iff n = 2, 4, \(p^e\), \(2p^e\), with \(e \ge 1\) and \(p\) is an odd prime)2. If \(\mathbb{Z}_n^*\) is cyclic then it is isomorphic to \(\mathbb{Z}_{\varphi(n)}^+\) (by Lemma) 3. The number of generators of \(\mathbb{Z}_{\varphi(n)}^+\) is \(\varphi(\varphi(n))\) as it is the number of elements coprime to the group order.
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niklas cid:1766000828772 3 205% 3d 9
nid:1766488260288
Jump Game
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nid:1766488260288
Q: Jump Game
A: \(O(n)\) (hyper-optimised version)
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niklas cid:1766488260289 3 205% 1d 12
nid:1766522811173 c1
a path
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nid:1766522811173 Cloze c1
Cloze answer: a path
Q: The shortest walk is always {{c1::a path}}.
A: This is due to the triangle inequality, given that no negative cycles exist.
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niklas cid:1766522811173 3 205% 1d 9
nid:1766580201542
Cut and Paste Proof of Cut-Property:
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nid:1766580201542
Q: Cut and Paste Proof of Cut-Property:
A: Let \((S, V \setminus S)\) be any cut of a graph \(G\).Let \(e = (u,v)\) be the minimal edge crossing this cut. We want to show that \(e \in T\). Assume \(e \not \in T\) for contradiction.Since \(T\) is a spanning tree, \(T \cup {e}\) contains a cycle, crossing the cut at least twice (once via \(e\) and once via another edge \(e’\).)W
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niklas cid:1766580201542 3 190% 1d 11
nid:1769377096401 c1
(Husky) dog; Casting further down than dynamic type
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EProg
nid:1769377096401 Cloze c1
Cloze answer: (Husky) dog; Casting further down than dynamic type
Q: Runtime Errors for Casting: {{c1::(Husky) dog; Casting further down than dynamic type}} {{c2:: (Cat) dog;  Casting into sibling type}}
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niklas cid:1769377096402 3 190% 2d 9
nid:1771364277486 c2
during any possible execution, a memory location could be wr...
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PProg
nid:1771364277486 Cloze c2
Cloze answer: during any possible execution, a memory location could be written from one thread, while concurrently being read or written from another thread.
Q: A program has a {{c1::data race}} if, {{c2::during any possible execution, a memory location could be written from one thread, while concurrently being read or written from another thread.}}
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niklas cid:1771364277571 3 205% 22d 12
nid:1771366536198 c2
für alle Teilmengen \(X \subseteq E\) mit \(|X| < k\) gilt: ...
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nid:1771366536198 Cloze c2
Cloze answer: für alle Teilmengen \(X \subseteq E\) mit \(|X| < k\) gilt: Der Graph \((V, E \setminus X)\) ist zusammenhängend
Q: Ein Graph \(G = (V, E)\) heisst {{c1::\(k\)-kanten-zusammenhängend}}, falls {{c2::für alle Teilmengen \(X \subseteq E\) mit \(|X| < k\) gilt: Der Graph \((V, E \setminus X)\) ist zusammenhängend}}.
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niklas cid:1771366536213 3 250% 34d 13
nid:1771968911590
Archimedisches Prinzip
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Analysis
nid:1771968911590
Q: Archimedisches Prinzip
A: Für \(x \in \mathbb{R}\) und \(y > 0\) existiert \(n \in \mathbb{N}\) mit \(n \cdot y > x\)
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niklas cid:1771968911590 3 235% 107d 17
nid:1772569386221 c1
|E|
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nid:1772569386221 Cloze c1
Cloze answer: |E|
Q: In \( k \)-regulären bipartiten Graphen kann man in Zeit \( O({{c1::|E|}}) \) ein perfektes Matching bestimmen.
A: Perfektes Matching in \(k\)-regulären bipartiten GraphenDas Skript erwähnt, dass es einen Algorithmus gibt, der in Zeit \(O(|E|)\) ein perfektes Matching in \(k\)-regulären bipartiten Graphen findet, sagt aber explizit: „Der allgemeine Fall ist deutlich schwieriger."Bewiesen wird im Skript nur der Spezialfall \(k = 2^k\) (Satz 1.54).
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niklas cid:1772569386221 3 235% 4d 11
nid:1772788241867 c1
\[ \tan\!\left(\frac{5\pi}{3}\right) = {{c1::-\sqrt{3} }} \]
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Analysis
nid:1772788241867 Cloze c1
Q: \[ \tan\!\left(\frac{5\pi}{3}\right) = {{c1::-\sqrt{3} }} \]
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niklas cid:1772788241867 3 175% 7d 13
nid:1774006743986 c2
Eine Folge {{c1::konvergiert}} \(\Longleftrightarrow\) Sie i...
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Analysis
nid:1774006743986 Cloze c2
Q: Eine Folge {{c1::konvergiert}} \(\Longleftrightarrow\) Sie ist {{c2:: eine Cauchy-Folge (für Folgen in \(\mathbb{R}\) und \(\mathbb{C}\))}}.
A: Dies gilt nicht für Folgen in \(\mathbb{Q}\), da sie zum Beispiel auf \(\sqrt{2}\) konvergieren können, was jedoch nicht in \(\mathbb{Q}\) liegt -> ergo konvergiert nie.
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niklas cid:1774006743987 3 190% 2d 13
nid:1766314077300 c2
Eulerian walk (Eulerweg)
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A&D
nid:1766314077300 Cloze c2
Cloze answer: Eulerian walk (Eulerweg)
Q: In graph theory, an {{c2::Eulerian walk (Eulerweg)}} is a {{c1::walk that contains every edge of the graph exactly once}}.
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jonas cid:1766314077304 1 245% 14d 8
niklas cid:1762856073668 1 275% 39d 7
nid:1766314077314 c1
take the first element from the unsorted input and place it ...
2
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A&D
nid:1766314077314 Cloze c1
Cloze answer: take the first element from the unsorted input and place it correctly in the sorted output
Q: In every iteration of insertion sort, we {{c1::take the first element from the unsorted input and place it correctly in the sorted output}}.
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jonas cid:1766314077321 1 245% 22d 6
lorenz cid:1764867989687 1 230% 102d 11
nid:1766314094565
What is the Pigeonhole Principle?
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DiskMat
nid:1766314094565
Q: What is the Pigeonhole Principle?
A: If a set of \(n\) objects is partitioned into \(k < n\) sets, then at least one of those sets contains at least \(\lceil \frac{n}{k} \rceil\) objects. (If you have more pigeons than holes, at least one hole must contain multiple pigeons)
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jonas cid:1766314094572 1 230% 16d 8
lorenz cid:1764867989956 1 230% 130d 9
nid:1766314094621
How are the rational numbers \(\mathbb{Q}\) defined using eq...
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DiskMat
nid:1766314094621
Q: How are the rational numbers \(\mathbb{Q}\) defined using equivalence relations?
A: Let \(A = \mathbb{Z} \times (\mathbb{Z} \setminus \{0\})\) and \((a, b) \sim (c,d) \overset{\text{def}}{\Longleftrightarrow} ad = bc\)  Then: \(\mathbb{Q} \overset{\text{def}}{=} (\mathbb{Z} \times (\mathbb{Z} \setminus \{0\})) / \sim\)
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jonas cid:1766314094629 1 230% 23d 7
lorenz cid:1764867990134 1 230% 91d 8
nid:1766314094625
When is a poset \((A; \preceq)\) totally ordered (linearly o...
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DiskMat
nid:1766314094625
Q: When is a poset \((A; \preceq)\) totally ordered (linearly ordered)?
A: When any two elements of \(A\) are comparable.
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jonas cid:1766314094635 1 230% 14d 6
lorenz cid:1764867990146 1 230% 96d 9
nid:1766314094635
When is a poset \((A; \preceq)\) well-ordered?
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DiskMat
nid:1766314094635
Q: When is a poset \((A; \preceq)\) well-ordered?
A: When it is totally ordered AND every non-empty subset of \(A\) has a least element.
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jonas cid:1766314094645 1 200% 14d 10
lorenz cid:1764867990175 1 230% 123d 11
nid:1766314094664 c1
\(A^n\) (\(n\)-tuples) is countable
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DiskMat
nid:1766314094664 Cloze c1
Cloze answer: \(A^n\) (\(n\)-tuples) is countable
Q: Which operations preserve countability?Let \(A\) and \(A_i\) for \(i \in \mathbb{N}\) be countable sets. Then: {{c1::\(A^n\) (\(n\)-tuples) is countable }}{{c2::\(\bigcup_{i\in \mathbb{N} } A_i\) (countable union) is countabl
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jonas cid:1766314094677 1 230% 16d 9
lorenz cid:1764867990269 1 230% 76d 9
nid:1766314094710
What important property do ideals in \(\mathbb{Z}\) have? (L...
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DiskMat
nid:1766314094710
Q: What important property do ideals in \(\mathbb{Z}\) have? (Lemma 4.3)
A: For \(a, b \in \mathbb{Z}\), there exists \(d \in \mathbb{Z}\) such that \((a, b) = (d)\). Every ideal can be generated by a single integer.
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jonas cid:1766314094731 1 230% 15d 9
lorenz cid:1764867990409 1 230% 97d 9
nid:1766314094737
Does \( p \mid a \land q \mid a \land \gcd(p, q) = 1 \implie...
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DiskMat
nid:1766314094737
Q: Does \( p \mid a \land q \mid a \land \gcd(p, q) = 1 \implies pq \mid a \) hold? (Proof included)
A: Yes, but this has to be reproven before using.The proof technique is important. Replacing a neutral element by something it's equal to often is a smart move. Proof: This is an important result for the exam: \[p \mid a \land q \mid a \land \gcd(p, q) = 1 \implies pq \mid a\] Which is the same as saying \(\exists k \in \mathbb{Z}\) such that \(a = pq \cdot k\). Since \(p \mid a\) and \(q \mid a\), we have: \[\exists k, k' \in \mathbb{Z} \text{ such
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jonas cid:1766314094761 1 185% 9d 9
niklas cid:1762453251142 1 260% 37d 11
nid:1766314094897 c1
neutral to neutral: \(\psi(e_G) = e_h\)
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DiskMat
nid:1766314094897 Cloze c1
Cloze answer: neutral to neutral: \(\psi(e_G) = e_h\)
Q: Lemma 5.5(ii): A group homomorphism \(\psi: G \rightarrow H\) maps {{c1::inverses to inverses: \(\psi(\widehat{a}) = \widetilde{\psi(a)}\)}} for all \(a\).{{c1::neutral to neutral: \(\psi(e_G) = e_h\)}}
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jonas cid:1766314095008 1 230% 9d 8
lorenz cid:1764867991002 1 230% 79d 10
nid:1766314094909 c1
For \(H\) to be a subgroup, it must have closure under {{c1:...
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DiskMat
nid:1766314094909 Cloze c1
Q: For \(H\) to be a subgroup, it must have closure under {{c1::inverses: \(\widehat{a} \in H\) for all \(a \in H\)}}.
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jonas cid:1766314095025 1 230% 11d 7
lorenz cid:1764867991039 1 230% 93d 11
nid:1766314094983
How can you check if a polynomial of degree \(d\) is irreduc...
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DiskMat
nid:1766314094983
Q: How can you check if a polynomial of degree \(d\) is irreducible?
A: To check if a polynomial of degree \(d\) is irreducible, check all monic irreducible polynomials of degree \(\leq d/2\) as possible divisors. Why \(d/2\)? If \(a(x) = b(x) \cdot c(x)\) where \(b\) and \(c\) are non-constant, then \(\deg(b) + \deg(c) = \deg(a) = d\). So at least one of \(b\) or \(c\) has degree \(\leq d/2\).
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jonas cid:1766314095133 1 230% 3d 8
niklas cid:1764859231520 1 260% 21d 11
nid:1766314095043 c1
 \(a \ | \ bc\)
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DiskMat
nid:1766314095043 Cloze c1
Cloze answer:  \(a \ | \ bc\)
Q: In any commutative ring, if \(a \ | \ b\) then {{c1:: \(a \ | \ bc\)}} for all \(c\).
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jonas cid:1766314095205 1 230% 10d 7
niklas cid:1764860816005 1 260% 10d 8
nid:1766314111381
Wann ist eine Matrix hermitesch?
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LinAlg
nid:1766314111381
Q: Wann ist eine Matrix hermitesch?
A: Falls \( \mathbf{A}^* = A\)
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jonas cid:1766314111382 1 230% 3d 7
lorenz cid:1764867991599 1 230% 91d 8
nid:1766940295685 c1
free symbols of a formula
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DiskMat
nid:1766940295685 Cloze c1
Cloze answer: free symbols of a formula
Q: In propositional logic, the {{c1::free symbols of a formula}} are {{c2::all the atomic formulas}}.
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jonas cid:1766940295775 1 230% 7d 8
lorenz cid:1766448533653 1 230% 87d 12
nid:1766940295760
What does the semantics of a logic define?
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DiskMat
nid:1766940295760
Q: What does the semantics of a logic define?
A: The semantics defines:1. A function \(free\) that assigns to each formula which symbols occur free2. A function \(\sigma\) that assigns truth values to formulas under interpretations3. The meaning and behavior of logical operators
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jonas cid:1766940295901 1 200% 3d 8
niklas cid:1766418002707 1 245% 9d 10
nid:1766940295779 c1
restricted to a certain type of mathematical statement
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DiskMat
nid:1766940295779 Cloze c1
Cloze answer: restricted to a certain type of mathematical statement
Q: A proof system is always {{c1::restricted to a certain type of mathematical statement}}.
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jonas cid:1766940295936 1 215% 6d 9
lorenz cid:1766448533176 1 230% 66d 8
nid:1767089604933
Let \(T : \mathbb{R}^n \rightarrow \mathbb{R}^m\) be a linea...
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LinAlg
nid:1767089604933
Q: Let \(T : \mathbb{R}^n \rightarrow \mathbb{R}^m\) be a linear transformation. There is a?
A: There is a unique \(m \times n\) matrix A such that \(T = T_A\) meaning that \(T(x) = T_A(x) = Ax\) for all \(x \in \mathbb{R}^n\).
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jonas cid:1767089604934 1 230% 3d 8
lorenz cid:1767105283299 1 230% 73d 8
nid:1766580142755
Johnson's Algorithm
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A&D
nid:1766580142755
Q: Johnson's Algorithm
A: \(O(|V| \cdot (|V| + |E|) \log |V|)\) (running dijkstra's n times, but allows negatives)
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lorenz cid:1766580142757 1 230% 68d 10
niklas cid:1766573228815 1 245% 20d 6
nid:1765372936143
Simplify \(a^{log_b(n)} = \)
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nid:1765372936143
Q: Simplify \(a^{log_b(n)} = \)
A: \(n^{log_b(a)}\)
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lorenz cid:1765372936143 1 230% 69d 12
niklas cid:1765294540353 1 230% 29d 10
nid:1766580142755
Johnson's Algorithm
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nid:1766580142755
Q: Johnson's Algorithm
A: \(O(|V| \cdot (|V| + |E|) \log |V|)\) (running dijkstra's n times, but allows negatives)
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lorenz cid:1766580142755 1 230% 75d 10
niklas cid:1766573228813 1 245% 22d 6
nid:1766531635612
What is the optimal substructure property of shortest paths?
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nid:1766531635612
Q: What is the optimal substructure property of shortest paths?
A: Any subpath of a shortest path is itself the shortest path between its endpoints (requires no negative cycles).
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lorenz cid:1766531635612 1 230% 90d 10
niklas cid:1766523798264 1 245% 40d 6
nid:1765198542527
Runtime to determine whether an Eulerian walk exists?
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nid:1765198542527
Q: Runtime to determine whether an Eulerian walk exists?
A: Eulerian path - \(O(n+m)\)
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lorenz cid:1765198542527 1 230% 114d 8
niklas cid:1765198200595 1 260% 52d 6
nid:1765372936263 c1
{{c1:: \(\sum_{j = 1}^{n} \sum_{k = \textbf{j} }^{n} 1\)::Su...
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nid:1765372936263 Cloze c1
Q: {{c1:: \(\sum_{j = 1}^{n} \sum_{k = \textbf{j} }^{n} 1\)::Sum}}  \(=\) {{c2::  \(\sum_{j = 1}^n (n - j + 1) = \frac{n(n + 1)}{2}\) }} 
A: inner loop depends on outer
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lorenz cid:1765372936263 1 230% 142d 12
niklas cid:1765297991538 1 260% 68d 9
nid:1766531635566 c1
\(\geq\)
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nid:1766531635566 Cloze c1
Cloze answer: \(\geq\)
Q: \(\forall\) not back-edge \((u,v) \in E\),  \( \text{post}(u)\) {{c1::\(\geq\)}} \(\text{post}(v) \)
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lorenz cid:1766531635566 1 230% 134d 11
tomas cid:1766501315076 1 230% 15d 6
nid:1766531635569
How do we get a topological sorting from DFS?
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nid:1766531635569
Q: How do we get a topological sorting from DFS?
A: Reversed post order
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lorenz cid:1766531635569 1 230% 153d 11
niklas cid:1766499748939 1 230% 12d 6
nid:1765372936167 c2
What are the prerequisites for \(f\) and \(g\) to apply l'Hô...
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nid:1765372936167 Cloze c2
Q: What are the prerequisites for \(f\) and \(g\) to apply l'Hôpital's?{{c1::\(f, g\) are differentiable (for sufficiently large \(x\))}}{{c2::\(\lim_{x \to \infty} f(x) = \lim_{x \to \infty} g(x) = \infty\) (or both \(= 0\))}}{{c3::\(g'(x
A: Then: \(\lim_{x \to \infty} \frac{f(x)}{g(x)} = \lim_{x \to \infty} \frac{f'(x)}{g'(x)}\)
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lorenz cid:1766535228866 1 230% 200d 9
niklas cid:1766567318280 1 230% 3d 2
nid:1766448532960 c1
a bijection
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DiskMat
nid:1766448532960 Cloze c1
Cloze answer: a bijection
Q: In a finite group the function \(x \rightarrow x^e\) is {{c1:: a bijection}} if {{c2::\(e\) coprime to \(|G|\)}}.For \(x^e = y\), the inverse of \(y\) is {{c3:: the unique \(e\)-th root \(x = y^d\), with \(de \equiv_{|G|} 1\)}}.
A: Proof:We have \(ed = k \cdot |G| + 1\) for some \(k\). Thus, for any \(x \in G\) we have\[(x^e)^d = x^{ed} = x^{k \cdot |G| + 1} = \underbrace{(x^{|G|})^k}_{=1} \cdot x = x\]which means that the function \(y \mapsto y^d\) is the inverse function of the function \(x \mapsto x^e\) (which is hence a bijection). The under-braced term is equal to 1 because the order of \(x\) must divide the order of \(G\) (Lagrange).
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lorenz cid:1766448532962 1 230% 78d 8
niklas cid:1766318243105 1 245% 6d 6
nid:1764867990975
Give an example of a direct product of groups and explain it...
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DiskMat
nid:1764867990975
Q: Give an example of a direct product of groups and explain its structure.
A: The group \(\langle \mathbb{Z}_5; \oplus \rangle \times \langle \mathbb{Z}_7; \oplus \rangle\): - Carrier: \(\mathbb{Z}_5 \times \mathbb{Z}_7\) - Neutral element: \((0, 0)\) - Operation is component-wise: \((a, b) \star (c, d) = (a \oplus_5 c, b \oplus_7 d)\) By the Chinese Remainder Theorem, this group is isomorphic to \(\langle \mathbb{Z}_{35}; \oplus \rangle\).
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lorenz cid:1764867990975 1 230% 84d 8
niklas cid:1764859231274 1 245% 23d 9
nid:1764867990481
Why does the Chinese Remainder Theorem require \(m_1, \dots,...
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DiskMat
nid:1764867990481
Q: Why does the Chinese Remainder Theorem require \(m_1, \dots, m_r\) to be pairwise relatively prime?
A: If \(\text{gcd}(m_i, m_j) = d > 1\), then the system could be inconsistent (e.g., \(x \equiv 0 \pmod{6}\) and \(x \equiv 1 \pmod{4}\) has no solution) or have multiple solutions (destroying uniqueness).
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lorenz cid:1764867990481 1 230% 95d 11
niklas cid:1762106939367 1 245% 26d 9
nid:1764867990386
Give the formal definition of the least common multiple \(\t...
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DiskMat
nid:1764867990386
Q: Give the formal definition of the least common multiple \(\text{lcm}(a, b)\).
A: \[a \mid l \land b \mid l \land \forall m \ ((a \mid m \land b \mid m) \rightarrow l \mid m)\] \(l\) is a common multiple of \(a\) and \(b\) which divides every common multiple of \(a\) and \(b\).
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lorenz cid:1764867990386 1 230% 102d 8
niklas cid:1762106939307 1 260% 30d 7
nid:1764867989897
What's the difference between \(\equiv\), \(\leftrightarrow\...
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DiskMat
nid:1764867989897
Q: What's the difference between \(\equiv\), \(\leftrightarrow\), and \(\Leftrightarrow\)?
A: \(\equiv\): links formulas to statements (not part of PL itself) \(\leftrightarrow\): formula → formula (part of PL) \(\Leftrightarrow\): statement → statement
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lorenz cid:1764867989897 1 230% 108d 9
niklas cid:1761491477262 1 260% 38d 7
nid:1764867990108
How can we test whether a relation is transitive using compo...
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DiskMat
nid:1764867990108
Q: How can we test whether a relation is transitive using composition?
A: A relation \(\rho\) is transitive if and only if \(\rho^2 \subseteq \rho\). (If all two-step paths are already direct edges, the relation is transitive)
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lorenz cid:1764867990108 1 230% 134d 11
niklas cid:1761491477396 1 230% 30d 9
nid:1764867990060
How many distinct relations are possible on a finite set \(A...
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DiskMat
nid:1764867990060
Q: How many distinct relations are possible on a finite set \(A\) with \(|A|\) elements?
A: \(2^{|A \times A|} = 2^{|A|^2}\) (because \(\rho \subseteq A \times A\))
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lorenz cid:1764867990060 1 230% 135d 9
niklas cid:1761491477366 1 260% 67d 10
nid:1764867991256 c1
\(0\) (all \(a_i\) are \(0\))
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DiskMat
nid:1764867991256 Cloze c1
Cloze answer: \(0\) (all \(a_i\) are \(0\))
Q: The polynomial {{c1::\(0\) (all \(a_i\) are \(0\))}} is defined to have degree {{c2::\(-\infty\)}}.
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lorenz cid:1764867991257 1 230% 138d 9
niklas cid:1764859231494 1 245% 12d 4
nid:1764867991083
What property do the orders of elements in finite groups hav...
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DiskMat
nid:1764867991083
Q: What property do the orders of elements in finite groups have?
A: Lemma 5.6: In a finite group \(G\), every element has a finite order. (This doesn't hold for infinite groups - elements can have infinite order.)Proof: Since the order is finite, elements must repeat. That means, there exist \(m > n \geq 0\) s.t. \(g^m = g^n\)\(\implies g^{m-n} = e\)
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lorenz cid:1764867991083 1 230% 146d 9
niklas cid:1764859231366 1 275% 24d 9
nid:1764867990681 c1
The order of an element \(a\) in a group (denoted \(\text{or...
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DiskMat
nid:1764867990681 Cloze c1
Q: The order of an element \(a\) in a group (denoted \(\text{ord}(a)\)) is {{c1::the smallest \(m \ge 1\) such that \(a^m = e\). If such an \(m\) does not exist, \(\text{ord}(a) = \infty\)}}
A: \(\text{ord}(e) = 1\) in any group
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lorenz cid:1764867990681 1 230% 162d 9
niklas cid:1762856073654 1 215% 27d 9
nid:1764867991649 c1
row vector; tuple
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LinAlg
nid:1764867991649 Cloze c1
Cloze answer: row vector; tuple
Q: A \(1\times n\) matrix is called {{c1::row vector}} or, in other contexts, {{c1::tuple}}.
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lorenz cid:1764867991650 1 230% 84d 11
niklas cid:1762856074713 1 260% 50d 7
nid:1768182518428 c2
Let \(V\) be a finitely generated vector space, \(F \subsete...
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LinAlg
nid:1768182518428 Cloze c2
Q: Let \(V\) be a finitely generated vector space, \(F \subseteq V\) a finite set of linearly independent vectors (note that \(F\) does not need to span \(V\)) and \(G \subseteq V\) a finite set of vectors with \(\textbf{Span}(G) = V\) (but they don't all need to be independent). Then the followin
A: We can use the lemma to argue that there can't be more than \(n\) independent vectors in a space of dimension \(n\).
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lorenz cid:1768182518428 1 230% 93d 11
niklas cid:1768146856907 1 230% 20d 5
nid:1768344745614
Rewrite \(A^\dagger = R^\dagger C^\dagger\) in terms of \(A\...
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LinAlg
nid:1768344745614
Q: Rewrite \(A^\dagger = R^\dagger C^\dagger\) in terms of \(A\), \(R\), \(C\):
A: \(\begin{aligned} A^\dagger &= R^\top (RR^\top)^{-1} (C^\top C)^{-1} C^\top \\ &= R^\top (C^\top C R R^\top)^{-1} C^\top \\ &= R^\top (C^\top A R^\top)^{-1} C^\top \end{aligned}\)
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lorenz cid:1768344745614 1 230% 124d 13
niklas cid:1768303035591 1 230% 3d 5
nid:1768344745392 c1
a right inverse; A A^\dagger = I
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nid:1768344745392 Cloze c1
Cloze answer: a right inverse; A A^\dagger = I
Q: For \(A \in \mathbb{R}^{m \times n}\) with \(\text{rank}(A) = m\), the pseudo-inverse \(A^\dagger \in \mathbb{R}^{n \times m}\) is {{c1::a right inverse}} of \(A\): \[ {{c1:: A A^\dagger = I }}\]Proof Included
A: Proof Since \(A^\top\) has full column rank, \(((A^\top)^\top A^\top) = AA^\top\) is invertible: \(AA^\dagger = AA^\top(A A^\top)^{-1} = I\).
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lorenz cid:1768344745392 1 230% 143d 11
niklas cid:1768302430259 1 230% 2d 6
nid:1772046170351
Was ist die Laufzeit von Hamiltonkreise mit DP?
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nid:1772046170351
Q: Was ist die Laufzeit von Hamiltonkreise mit DP?
A: \(O(n^22^n)\)
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lorenz cid:1772046170351 1 230% 5d 7
niklas cid:1772209100383 1 260% 73d 5
nid:1772547552647 c1
State of the Art Matching:\( O({{c1::|E|^{1+o(1)} }}) \) für...
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nid:1772547552647 Cloze c1
Q: State of the Art Matching:\( O({{c1::|E|^{1+o(1)} }}) \) für bipartite Graphen \( O({{c2::|V|^{1/2} \cdot |E|}}) \) für generelle Graphen (Hopcroft-Karp)
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lorenz cid:1772547552648 1 230% 24d 11
niklas cid:1772569386229 1 230% 1d 5
nid:1773311287370 c1
2
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nid:1773311287370 Cloze c1
Cloze answer: 2
Q: Heuristik:\(v_n\) := Knoten vom kleinsten Grad. Lösche \(v_n\).\(v_{n-1}\) := Knoten vom kleinsten Grad im Restgraph. Lösche \(v_{n-1}\). Iteriere.Die Heuristik findet immer eine Färbung mit {{c1::2}} Farben für Bäume.
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lorenz cid:1773311287370 1 230% 23d 8
niklas cid:1773420068155 1 230% 2d 3
nid:1772702804038
Wahr oder falsch?Jede Brücke in einem Graphen ist zu mindest...
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A&W
nid:1772702804038
Q: Wahr oder falsch?Jede Brücke in einem Graphen ist zu mindestens einem Artikulationspunkt inzident.  
A: Falsch.
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lorenz cid:1772702804038 1 230% 38d 8
niklas cid:1772783275472 1 245% 23d 5
nid:1772046117792 c1
Hamiltonkreise mit DPFür alle \(S \subseteq [n]\) mit \(1 \i...
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nid:1772046117792 Cloze c1
Q: Hamiltonkreise mit DPFür alle \(S \subseteq [n]\) mit \(1 \in S\) und alle \(x \in S\) mit \(x \neq 1\): \[P_{S,x} := {{c1::\begin{aligned} &\begin{cases} 1, & \text{es gibt einen 1-x-Pfad, der genau die Knoten aus } S \text{ enthält} \\ 0, &
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lorenz cid:1772046117792 1 230% 41d 12
niklas cid:1772209100374 1 230% 19d 7
nid:1772928333503 c1
\[ \tan\!\left(\frac{5\pi}{6}\right) = {{c1::-\frac{\sqrt{3}...
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Analysis
nid:1772928333503 Cloze c1
Q: \[ \tan\!\left(\frac{5\pi}{6}\right) = {{c1::-\frac{\sqrt{3} }{3} = -\frac{1}{\sqrt{3} } }} \]
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lorenz cid:1772928333503 1 230% 18d 14
niklas cid:1772788241861 1 245% 52d 6
nid:1774138446805 c2
einen Häufungspunkt und eine konvergente Teilfolge
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Analysis
nid:1774138446805 Cloze c2
Cloze answer: einen Häufungspunkt und eine konvergente Teilfolge
Q: Jede {{c1::beschränkte Folge reeller Zahlen}} hat {{c2::einen Häufungspunkt und eine konvergente Teilfolge}}.Proof idea included
A: (Bolzano-Weierstrass)Beachte: Dies gilt nur für die 1-norm!Proof Idea: Nested Intervals. Always bisect the interval. Since the sequence is infinite, at least one of the intervals must contain an infinite amount of terms.
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lorenz cid:1774138446806 1 230% 23d 8
niklas cid:1774006423272 1 230% 1d 7
nid:1772928333368 c1
\[ \cos\!\left(\frac{5\pi}{6}\right) = {{c1::-\frac{\sqrt{3}...
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Analysis
nid:1772928333368 Cloze c1
Q: \[ \cos\!\left(\frac{5\pi}{6}\right) = {{c1::-\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333368 1 230% 42d 8
niklas cid:1772788241840 1 245% 58d 4
nid:1771973928629 c1
Um zu beweisen, dass eine komplexe Zahl \(z\) pur imaginär i...
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Analysis
nid:1771973928629 Cloze c1
Q: Um zu beweisen, dass eine komplexe Zahl \(z\) pur imaginär ist benutzen wir: {{c1:: \(-z = \overline{z}\) iff \(z \in i\mathbb{R}\) }}.
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lorenz cid:1771973928629 1 230% 54d 9
niklas cid:1771969761346 1 260% 56d 5
nid:1771776367272
What is an implicant?
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DDCA
nid:1771776367272
Q: What is an implicant?
A: A product (AND) of literals.\((A \cdot B \cdot \overline{C}) \text{ , } (\overline{A} \cdot C) \text{ , } (B \cdot \overline{C})\)
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lorenz cid:1771776367272 1 230% 29d 8
tomas cid:1771780392207 1 230% 4d 7
nid:1772199267990 c1
synchronous
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DDCA
nid:1772199267990 Cloze c1
Cloze answer: synchronous
Q: Most modern computers are {{c1::synchronous}} "machines".
A: State transitions take place at fixed units of time (i.e., potentially delayed response to input, synchronized to an external signal).Controlled in part by a clock, as we will see soon.
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lorenz cid:1772199267990 1 230% 35d 8
niklas cid:1772209100512 1 245% 24d 6
nid:1772113400108
How do we implement a logic function in a PLA?
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DDCA
nid:1772113400108
Q: How do we implement a logic function in a PLA?
A: Connect the output of an AND gate to the input of an OR gate if the corresponding minterm is included in the SOP.This is a simple programmable logic construct.
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lorenz cid:1772113400108 1 230% 38d 8
niklas cid:1772209100560 1 230% 4d 3
nid:1761491477251 c1
F and G are equivalent
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DiskMat
nid:1761491477251 Cloze c1
Cloze answer: F and G are equivalent
Q: {{c2::\(F \equiv G\)}} means {{c1::F and G are equivalent}}, i.e., {{c3:: their truth values are equal for all truth assignments to the propositional symbols appearing in \(F\) or \(G\)}}.
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niklas cid:1761491477252 1 245% 14d 6
tomas cid:1765551656856 1 230% 7d 4
nid:1762856074477 c1
Eulerian walk (Eulerweg) that ends at the start vertex
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A&D
nid:1762856074477 Cloze c1
Cloze answer: Eulerian walk (Eulerweg) that ends at the start vertex
Q: In graph theory, a {{c2::closed Eulerian walk (Eulerzyklus)}} is an {{c1::Eulerian walk (Eulerweg) that ends at the start vertex}}.
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niklas cid:1762856074511 1 275% 154d 9
tomas cid:1765551666572 1 245% 23d 5
nid:1764745041020
What is the Cut-Property (Schnittprinzip)?
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nid:1764745041020
Q: What is the Cut-Property (Schnittprinzip)?
A: To join a set of disjoint connected components, we need to use an edge to join two of their vertices. The idea is that the cheapest such edge is always a safe edge.This is true only for distinct edge weights!
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niklas cid:1764745041020 1 245% 67d 13
tomas cid:1765551666639 1 230% 19d 6
nid:1766573228813
Johnson's Algorithm
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nid:1766573228813
Q: Johnson's Algorithm
A: \(O(|V| \cdot (|V| + |E|) \log |V|)\) (running dijkstra's n times, but allows negatives)
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niklas cid:1766573228814 1 245% 21d 6
tomas cid:1766576733255 1 230% 29d 6
nid:1769446026075 c1
 \(O(n!)\)
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A&D
nid:1769446026075 Cloze c1
Cloze answer:  \(O(n!)\)
Q: The number of distinct paths in a complete graph grows {{c1:: \(O(n!)\)}}.
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niklas cid:1769446026075 1 245% 1d 5
tomas cid:1771236154512 1 230% 22d 8
nid:1771363637254 c1
obere Schranke
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Analysis
nid:1771363637254 Cloze c1
Cloze answer: obere Schranke
Q: Eine {{c1::obere Schranke}} einer Teilmenge \(X \subset \mathbb{R}\) ist ein Element \(y \in \mathbb{R}\) mit der folgenden Eigenschaft: {{c2::\(\forall x \in X\) \(x \leq y\)}}.
A: Eine untere Schranke ist entsprechend mit \(\geq\) definiert.
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niklas cid:1771363637255 1 245% 145d 10
tomas cid:1771364083972 1 230% 9d 10
nid:1771364277466 c2
an independently running instance of a program/application, ...
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PProg
nid:1771364277466 Cloze c2
Cloze answer: an independently running instance of a program/application, typically on the operating system level
Q: A {{c1::process}} is {{c2::an independently running instance of a program/application, typically on the operating system level}}. 
A: Similar to a thread, but usually more heavy-weight (since a whole program) and encapsulated in memory.
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niklas cid:1771364277500 1 245% 18d 7
tomas cid:1771363955099 1 230% 4d 5
nid:1771364277472 c2
circular waiting/blocking (no instructions are executed/CPU ...
2
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PProg
nid:1771364277472 Cloze c2
Cloze answer: circular waiting/blocking (no instructions are executed/CPU time is used) between threads, so that the system (union of all threads) cannot make any progress anymore
Q: {{c1::Deadlock}} is {{c2::circular waiting/blocking (no instructions are executed/CPU time is used) between threads, so that the system (union of all threads) cannot make any progress anymore}}.
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niklas cid:1771364277521 1 245% 19d 7
tomas cid:1771363955017 1 230% 10d 15
nid:1771872607263
What's the formula for energy consumption?
2
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DDCA
nid:1771872607263
Q: What's the formula for energy consumption?
A: Power * Time
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niklas cid:1771872607264 1 230% 30d 4
tomas cid:1771780392202 1 230% 3d 8
nid:1771872607303 c1
the delay between inputs changing and outputs responding
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DDCA
nid:1771872607303 Cloze c1
Cloze answer: the delay between inputs changing and outputs responding
Q: Timing specification describes {{c1::the delay between inputs changing and outputs responding}}.
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niklas cid:1771872607304 1 260% 36d 6
tomas cid:1771780392238 1 230% 2d 6
nid:1771970403211 c3
Argument ausrechnen: \(\varphi = {{c1:: \arctan(\frac{y}{x})...
2
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Analysis
nid:1771970403211 Cloze c3
Q: Argument ausrechnen: \(\varphi = {{c1:: \arctan(\frac{y}{x}) }}\) falls \(x > 0\). \(\varphi = {{c1:: \arctan(\frac{y}{x}) + \pi }}\) falls \(x < 0\) und \(y \ge 0\) \(\varphi = {{c1:: \arctan(\frac{y}{x}) - \pi }}\) falls \(x < 0\) und \(y < 0\).
A: Achtung: Bei der Umrechnung von Normal- in Polarform ist der Fall \(x=y=0\) ausgeschlossen.
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niklas cid:1771970403213 1 245% 32d 7
tomas cid:1772003104419 1 230% 4d 5
nid:1766314094616 c1
 Complete relation \(A \times A\) → single equivalence class...
2
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DiskMat
nid:1766314094616 Cloze c1
Cloze answer:  Complete relation \(A \times A\) → single equivalence class \(A\)
Q: What are the two trivial equivalence relations on a set \(A\)?{{c1:: Complete relation \(A \times A\) → single equivalence class \(A\)}}{{c2:: Identity relation → equivalence classes are all singletons \(\{a\}\
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jonas cid:1766314094623 2 225% 7d 10
nid:1766314094664 c2
Which operations preserve countability?Let \(A\) and \(A_i\)...
2
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DiskMat
nid:1766314094664 Cloze c2
Q: Which operations preserve countability?Let \(A\) and \(A_i\) for \(i \in \mathbb{N}\) be countable sets. Then: {{c1::\(A^n\) (\(n\)-tuples) is countable }}{{c2::\(\bigcup_{i\in \mathbb{N} } A_i\) (countable union) is countabl
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jonas cid:1766314094676 2 180% 8d 9
nid:1766314094748
Proof method: "Indirect Proof of an Implication"
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DiskMat
nid:1766314094748
Q: Proof method: "Indirect Proof of an Implication"
A: Indirect proof of \( S \implies T \): Assume T is false, prove that S is false.Follows from \( (\neg B \to \neg A) \models (A \to B) \)
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jonas cid:1766314094774 2 195% 8d 11
nid:1766314094775 c2
there exists no \(b \in A\) with \(b \prec a\) (\(b \succ a ...
2
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DiskMat
nid:1766314094775 Cloze c2
Cloze answer: there exists no \(b \in A\) with \(b \prec a\) (\(b \succ a \) )
Q: Consider the poset \((A; \preceq)\) and \( S \subseteq A\).\(a \in A\) is a {{c1::minimal (maximal) element of \(A\)}} if {{c2::there exists no \(b \in A\) with \(b \prec a\) (\(b \succ a \) )}}
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jonas cid:1766314094821 2 210% 3d 10
nid:1766314094778 c2
\(a\) is the greatest (least) element of the set of all lowe...
2
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users
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DiskMat
nid:1766314094778 Cloze c2
Cloze answer: \(a\) is the greatest (least) element of the set of all lower (upper) bounds of \(S\).
Q: Consider the poset \((A; \preceq)\) and \( S \subseteq A\).\(a \in A\) is the {{c1::greatest lower (least upper) bound of \(S\)}} if {{c2::\(a\) is the greatest (least) element of the set of all lower (upper) bounds of \(S\). }}
A: Note that greatest (least) refers to the operation \(\preceq\) and not to order by \(>\) or \(<\) (smaller, bigger).
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jonas cid:1766314094827 2 165% 9d 13
nid:1766314094948
\(\mathbb{Z}_m^*\) is defined as?
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DiskMat
nid:1766314094948
Q: \(\mathbb{Z}_m^*\) is defined as?
A: \[ \overset{\text{def}}{=} \ \{a \in \mathbb{Z}_m \ | \ \gcd(a, m) = 1\} \]This is the set of all elements in \(\mathbb{Z}_m\) that are coprime to \(m\).
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jonas cid:1766314095082 2 195% 1d 11
nid:1766940295803
\(F[x]_{m(x)}^*\) is defined as:
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DiskMat
nid:1766940295803
Q: \(F[x]_{m(x)}^*\) is defined as:
A: \[\{ a(x) \in F[x]_{m(x)} \ | \ \gcd(a(x), m(x)) = 1 \}\]
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jonas cid:1766940295973 2 195% 2d 8
nid:1765372936275 c2
{{c1:: \(\sum_{i = 1}^{n} i^2\)::Sum}}  \(=\) {{c2::\(\frac{...
2
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users
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A&D
nid:1765372936275 Cloze c2
Q: {{c1:: \(\sum_{i = 1}^{n} i^2\)::Sum}}  \(=\) {{c2::\(\frac{n(n + 1)(2n + 1)}{6}\)}} 
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lorenz cid:1765372936275 2 210% 77d 15
nid:1765372936263 c2
{{c1:: \(\sum_{j = 1}^{n} \sum_{k = \textbf{j} }^{n} 1\)::Su...
2
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nid:1765372936263 Cloze c2
Q: {{c1:: \(\sum_{j = 1}^{n} \sum_{k = \textbf{j} }^{n} 1\)::Sum}}  \(=\) {{c2::  \(\sum_{j = 1}^n (n - j + 1) = \frac{n(n + 1)}{2}\) }} 
A: inner loop depends on outer
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lorenz cid:1765372936264 2 210% 91d 12
nid:1765198542546
Let \(W\) be a walk and let \(u\) be a vertex, what is \(\te...
2
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nid:1765198542546
Q: Let \(W\) be a walk and let \(u\) be a vertex, what is \(\text{deg}_W(u)\)? (generally)
A: The number of edges incident to \(u\) which are part of \(W\) but repetitions are included, therefore it is possible that \(\text{deg}(u) < \text{deg}_W(u)\).
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lorenz cid:1765198542546 2 210% 107d 11
nid:1766531635457 c3
Order of calculation (what depends on what entries, what var...
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A&D
nid:1766531635457 Cloze c3
Cloze answer: Order of calculation (what depends on what entries, what variable incremented first)
Q: Steps of giving a DP solution:{{c1::Define the DP table (dimensions, index, range; meaning of entry): ex: DP[1..n+1][1..k+1]}}{{c2::Computation of entries (Base case, recursive formula, pay attention to bounds!)}}{{c3::Order of calculation (what depends on w
A: SMIROST (Size, Meaning, Initialisation, Recursive Relation, Order, Solution, Time)Smiling Monkey In Red Overall S
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lorenz cid:1766531635458 2 210% 109d 11
nid:1766531635590
What is the handshake lemma in directed graphs?
2
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nid:1766531635590
Q: What is the handshake lemma in directed graphs?
A: \[ \sum_{v \in V} \deg_{out}(v) = \sum_{v \in V} \deg_{in}(v) = |E| \]
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lorenz cid:1766531635590 2 210% 105d 14
nid:1764867989852 c1
Dijkstra's
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A&D
nid:1764867989852 Cloze c1
Cloze answer: Dijkstra's
Q: Prim's Algorithm is similar to {{c1:: Dijkstra's}} with the difference that {{c1:: \(d[v] = \min \{d[v], w(v*, v)\}\) instead of \(d[v^*] + w(v^*, v)\) }}.
A: Dijkstra's find the shortest distance to each vertex, thus it tracks the total distance.Prim's needs to build the MST. Since we add vertex \(v\) to the MST in the loop, we now want to know the new least distance to the MST for each node.
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lorenz cid:1764867989852 2 210% 111d 14
nid:1766580143889
Prim's Algorithm
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A&D
nid:1766580143889
Q: Prim's Algorithm
A: \(O((|V| + |E|) \log |V|)\) (Adjacency List, otherwise \(\Theta(|V|^2)\) like Dijkstra's)
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lorenz cid:1766580143891 2 210% 123d 14
nid:1764867989799 c1
complete
2
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A&D
nid:1764867989799 Cloze c1
Cloze answer: complete
Q: A graph \(G\) is {{c1::complete}} when it's set of edges is {{c2::\(\{\{u, v\} \ | \ u, v \in V, u \neq v\}\) }}.
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lorenz cid:1764867989799 2 210% 133d 12
nid:1766531635467
Maximum Subarray Sum
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A&D
nid:1766531635467
Q: Maximum Subarray Sum
A: \(\Theta(n)\)
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lorenz cid:1766531635468 2 210% 132d 15
nid:1765372936269 c1
{{c1:: \(\sum_{i = 1}^{n} i\)::Sum}}  \(=\) {{c2::\(\frac{n(...
2
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A&D
nid:1765372936269 Cloze c1
Q: {{c1:: \(\sum_{i = 1}^{n} i\)::Sum}}  \(=\) {{c2::\(\frac{n(n + 1)}{2}\)}} 
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lorenz cid:1765372936270 2 210% 153d 13
nid:1764867991265 c2
integral domain
2
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DiskMat
nid:1764867991265 Cloze c2
Cloze answer: integral domain
Q: The degree of the product of two polynomials is {{c1::equal to the sum of their degrees}} if \(R\) is an {{c2::integral domain}}.
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lorenz cid:1764867991265 2 210% 56d 12
nid:1764867991385 c2
\(F[x]_{m(x)} =\) {{c2::\(F[x]_{m(x)}^* \cup \{0\}\)}} iff {...
2
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users
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DiskMat
nid:1764867991385 Cloze c2
Q: \(F[x]_{m(x)} =\) {{c2::\(F[x]_{m(x)}^* \cup \{0\}\)}} iff {{c1:: \(m(x)\) is irreducible}}.
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lorenz cid:1764867991386 2 210% 64d 12
nid:1764867990613 c2
\(a \preceq b\) (\(a \succeq b) \) for all \(b \in A\)
2
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DiskMat
nid:1764867990613 Cloze c2
Cloze answer: \(a \preceq b\) (\(a \succeq b) \) for all \(b \in A\)
Q: Consider the poset \((A; \preceq)\).\(a \in A\) is the {{c1::least (greatest) element of \(A\)}} if {{c2::\(a \preceq b\) (\(a \succeq b) \) for all \(b \in A\)}}
A: Note that a least or a greatest element need not exist. However, there can be at most one least element, as suggested by the word “the” in the definition. This follows directly from the antisymmetry of \(\preceq\). If there were two least elements, they would be mutually comparable, and hence must be equal.
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lorenz cid:1764867990614 2 210% 74d 12
nid:1764867991211
If \(uv = vu = 1\) for some \(v \in R\) (we write \(v = u^{-...
2
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DiskMat
nid:1764867991211
Q: If \(uv = vu = 1\) for some \(v \in R\) (we write \(v = u^{-1}\)), then \(u\) is a?
A: Unit. Example The units of \(\mathbb{Z}\) are \(-1\) and \(1\). Therefore \(\mathbb{Z}^* = \{-1, 1\}\). In contrast, \(\mathbb{R}^* = \mathbb{R} \backslash \{0\}\), as we can divide any two numbers. The set of units of \(R\) is denoted by \(R^*\).
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lorenz cid:1764867991211 2 210% 77d 14
nid:1764867990128
What is the quotient set \(A / \theta\)?
2
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DiskMat
nid:1764867990128
Q: What is the quotient set \(A / \theta\)?
A: \[A / \theta \overset{\text{def}}{=} \{[a]_{\theta} \ | \ a \in A\}\] The set of all equivalence classes of \(\theta\) on \(A\) (also called "\(A\) modulo \(\theta\)" or "\(A\) mod \(\theta\)").
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lorenz cid:1764867990128 2 210% 83d 13
nid:1764867990878 c2
\(\gcd(a, n) = 1\), i.e. \(a\) and \(n\) are coprime
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DiskMat
nid:1764867990878 Cloze c2
Cloze answer: \(\gcd(a, n) = 1\), i.e. \(a\) and \(n\) are coprime
Q: We can reduce the exponent \(a^m\) modulo \(n\) by {{c1::the \(\text{ord}(a)\)}} iff. {{c2::\(\gcd(a, n) = 1\), i.e. \(a\) and \(n\) are coprime}}.
A: \((a^{\operatorname{ord}(a)})^q \cdot a^r \equiv_n a^r\)This is because if \(\gcd(a, n) = 1\) then there exists an \(m\) for which \(a^m = e\) (same as for the mult. inverse since \(a^{m-1}\) is the inverse). 
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lorenz cid:1764867990879 2 210% 88d 15
nid:1766448532935 c2
a basis \(g\), which is then exponentiated
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DiskMat
nid:1766448532935 Cloze c2
Cloze answer: a basis \(g\), which is then exponentiated
Q: The Diffie-Hellman Key-Agreement selects two public values:{{c1:: a large prime \(p\)}}{{c2:: a basis \(g\), which is then exponentiated}}
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lorenz cid:1766448532936 2 210% 83d 13
nid:1764867991346
In a field, you can:
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DiskMat
nid:1764867991346
Q: In a field, you can:
A: add subtract multiply divide by any nonzero element. You can divide, because in a field the multiplicative monoid is also a group (without \(0\), thus \(0\) cannot be divided by - no inverse).
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lorenz cid:1764867991346 2 210% 97d 12
nid:1764867990871
How does one show the injectivity of a function?
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DiskMat
nid:1764867990871
Q: How does one show the injectivity of a function?
A: Assume \(a \not= b\) and show that\(f(a) \neq f(b)\). Equivalently (by contrapositive), assume \(f(a) = f(b)\) and show that \(a = b\).Example: \(f(x) = 2x\), if \(f(a) = f(b)\), then \(2a = 2b\), which implies \(a = b\). Hence \(f\) is injective.
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lorenz cid:1764867990871 2 210% 108d 15
nid:1764867991333
How is Lagrange interpolation for polynomials in a field def...
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DiskMat
nid:1764867991333
Q: How is Lagrange interpolation for polynomials in a field defined?
A: Let \(\beta_i = a(\alpha_i)\) for \(i = 1, \dots, d+1\) where \(\alpha_i\) distinct for all \(i.\)\(a(x)\) is given by Lagrange's Interpolation formula: \[a(x) = \sum_{i=1}^{d+1} \beta_i u_i(x)\] where the polynomial \(u_i(x)\) is: \[u_i(x) = \frac{(x - \alpha_1) \cdots (x - \alpha_{i-1})(x - \alpha_{i+1}) \cdots (x - \alpha_{d+1})}{(\alpha_i - \alpha_1) \cdots (\alpha_i - \alpha_{i-1})(\alpha_i - \alpha_{i+1}) \cdots (\alpha_i - \alpha_{d+1})}\] Note tha
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lorenz cid:1765655178920 2 210% 111d 15
nid:1764867991070 c1
it has "volle Ordung"
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DiskMat
nid:1764867991070 Cloze c1
Cloze answer: it has "volle Ordung"
Q: If {{c2:: the order \(\text{ord}(a)\) of \(a \in G\) is \(|G|\)}}, {{c1:: it has "volle Ordung"}}.
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lorenz cid:1764867991071 2 210% 110d 13
nid:1764867991398
When is there a finite field with \(q\) elements?
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DiskMat
nid:1764867991398
Q: When is there a finite field with \(q\) elements?
A: \(\text{GF}(q)\) is only finite if and only if \(q\) is a power of a prime, i.e. \(q = p^k\) for \(p\) prime. Any two fields of the same size \(q\) are isomorphic.Why: to construct an extension field, use \(\mathbb{Z}_p\) for coefficients. To be a field, \(p\) must be prime. In a polynomial with degree \(k-1\), each coefficient can take any of the \(p\) values from the coefficient field.
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lorenz cid:1764867991398 2 210% 110d 14
nid:1769307700918 c1
false since it implies everything
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EProg
nid:1769307700918 Cloze c1
Cloze answer: false since it implies everything
Q: The strongest precondition is {{c1::false since it implies everything}}.
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lorenz cid:1769307700918 2 210% 79d 12
nid:1768944601191 c1
diagonalisable; the EW \(1\) has algebraic multiplicity 2 bu...
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LinAlg
nid:1768944601191 Cloze c1
Cloze answer: diagonalisable; the EW \(1\) has algebraic multiplicity 2 but geometric multiplicity 1
Q: \(A = \begin{bmatrix} 1 & 1 \\ 0 & 1 \end{bmatrix}\) is invertible but not {{c1::diagonalisable}} since {{c1::the EW \(1\) has algebraic multiplicity 2 but geometric multiplicity 1}}.
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lorenz cid:1768944601191 2 210% 61d 12
nid:1768344745505 c1
For \(A \in \mathbb{R}^{m \times n}\) with \(\text{rank}(A) ...
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LinAlg
nid:1768344745505 Cloze c1
Q: For \(A \in \mathbb{R}^{m \times n}\) with \(\text{rank}(A) = n\), we define the pseudo-inverse \(A^\dagger \in \mathbb{R}^{n \times m}\) as \[ A^\dagger = {{c1::(A^\top A)^{-1} A^\top }}\]
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lorenz cid:1768344745505 2 210% 61d 16
nid:1764867991551
What special conditions (other than the 3 basic conditions) ...
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LinAlg
nid:1764867991551
Q: What special conditions (other than the 3 basic conditions) make a set of vectors linearly dependent?
A: If:one of the vectors is 0one vector \(\textbf{v}\) is contained twice
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lorenz cid:1764867991551 2 210% 86d 11
nid:1768182518208
Give an example of a non-finitely generated vector space:
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nid:1768182518208
Q: Give an example of a non-finitely generated vector space:
A: \(\mathbb{R}[x]\) is not finitely generated for example.
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lorenz cid:1768182518208 2 210% 78d 14
nid:1768182517485 c1
singular
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LinAlg
nid:1768182517485 Cloze c1
Cloze answer: singular
Q: A matrix \(A\) that is not invertible is called {{c1:: singular}}.
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lorenz cid:1768182517485 2 210% 80d 14
nid:1768182517514 c2
A vector space \(V\) is called {{c1::finitely generated}} if...
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LinAlg
nid:1768182517514 Cloze c2
Q: A vector space \(V\) is called {{c1::finitely generated}} if {{c2::there exists a finite subset \(G \subseteq V\) with \(\textbf{Span}(G) = V\)}}.
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lorenz cid:1768182517515 2 210% 80d 11
nid:1768870077025 c1
a complete set of real eigenvectors if and only if \(B\) doe...
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LinAlg
nid:1768870077025 Cloze c1
Cloze answer: a complete set of real eigenvectors if and only if \(B\) does
Q: \(A \in \mathbb{R}^{n \times n}\) and \(B \in \mathbb{R}^{n \times n}\) are similar matrices. The matrix \(A\) has {{c1::a complete set of real eigenvectors if and only if \(B\) does :: EVs}}. Proof Included
A: Proof \(\lambda, v\) EW, EV pair for matrix \(A\) iff \(Av = \lambda v \Leftrightarrow \lambda S^{-1}v = S^{-1}Av = S^{-1}ASS^{-1}v = B(S^{-1}v)\).
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lorenz cid:1768870077026 2 210% 76d 13
nid:1768182517624 c1
Three equivalent statements:{{c1::\(T_A : \mathbb{R}^m \righ...
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LinAlg
nid:1768182517624 Cloze c1
Q: Three equivalent statements:{{c1::\(T_A : \mathbb{R}^m \rightarrow \mathbb{R}^m\) is bijective.::Transformation}}{{c2::There is an \(m \times m\) matrix \(B\) such that \(BA = I\).}}{{c3::The columns of \(A\) are linearly independent.}}
A: The third one can be derived from the fact that if \(BA = I\), there  is only a single \(x \in \mathbb{R}^m\) such that \(A \textbf{x} = 0\).It is also intuitively clear that if not all columns were linearly independent, we'd actually have a tall linear transformation and would be losing information.
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lorenz cid:1768182517626 2 210% 103d 14
nid:1768608740503 c1
imaginary (or zero) eigenvalues
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LinAlg
nid:1768608740503 Cloze c1
Cloze answer: imaginary (or zero) eigenvalues
Q: Real antisymmetric matrices always have {{c1::imaginary (or zero) eigenvalues}}.
A: Antisymmetric means \(A^T=-A\).
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lorenz cid:1768608740503 2 210% 95d 14
nid:1768608741704 c2
\(\det(A - \lambda I) = 0\)
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LinAlg
nid:1768608741704 Cloze c2
Cloze answer: \(\det(A - \lambda I) = 0\)
Q: Let \(A \in \mathbb{R}^{n \times n}\).\(\lambda \in \mathbb{R}\) is a {{c1::real eigenvalue}} of \(A\) if and only if {{c2::\(\det(A - \lambda I) = 0\)}}. 
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lorenz cid:1768608741704 2 210% 100d 13
nid:1768263610432 c1
making sure that the sum of all the \(t_k = 0\), which can b...
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LinAlg
nid:1768263610432 Cloze c1
Cloze answer: making sure that the sum of all the \(t_k = 0\), which can be achieved by shifting the graph on the x-axis
Q: If the columns of \(A\) are pairwise orthogonal, we get \(A^\top A\) a diagonal matrix which is very easy to invert, i.e. makes Least Squares easier.We can convert any \(A\) to have orthogonal columns by {{c1:: making sure that the sum of all the \(t_k = 0\), which can
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lorenz cid:1768263610432 2 210% 106d 14
nid:1768608739788
What is special about the characteristic polynomial?
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LinAlg
nid:1768608739788
Q: What is special about the characteristic polynomial?
A: The characteristic polynomial is always monic.The polynomial \(\det(A - zI)\) has a leading \((-1)\) if the degree is odd. Therefore working with the characteristic one is easier.
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lorenz cid:1768608739788 2 210% 115d 15
nid:1768263611378
Intuition on where the normal equations \(A^\top A\hat{x} = ...
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LinAlg
nid:1768263611378
Q: Intuition on where the normal equations \(A^\top A\hat{x} = A^\top b\) come from:
A: In the previous case, we had \(\mathbf{e} = (\mathbf{b} - proj_S(\mathbf{b})) \ \bot \ \mathbf{a}\). Here, the same orthogonality condition holds for all columns of \(A\) (that we are projecting on).This is the same as stating \(A^\top (\mathbf{b} - proj_S(\mathbf{b})) = 0\) which by substituting \(proj_S(b) = \mathbf{p} = A \mathbf{\hat{x}}\) gives \(A^\top \mathbf{b} - A^\top A\mathbf{\hat{x}} = 0\) which we can restate as \(A^\top A \mathbf{\hat{x}} = A^\top \ma
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lorenz cid:1768263611378 2 210% 135d 14
nid:1768263611201 c1
\(Ax\) to be the projection of \(b\) onto \(C(A)\)
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LinAlg
nid:1768263611201 Cloze c1
Cloze answer: \(Ax\) to be the projection of \(b\) onto \(C(A)\)
Q: When solving Least Squares (asking for a minimiser of \(||Ax - b||^2\)) we are asking {{c1::\(Ax\) to be the projection of \(b\) onto \(C(A)\)}}.
A: Least Squares is basically projection without multiplying by \(A\) at the end.It's also basically the Pseudoinverse.
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lorenz cid:1768263611201 2 210% 132d 14
nid:1774487164708 c1
Die Anzahl der geordneten Auswahlen von \(k\) aus \(n\) Obje...
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nid:1774487164708 Cloze c1
Q: Die Anzahl der geordneten Auswahlen von \(k\) aus \(n\) Objektenohne Zurücklegen (Reihenfolge wichtig) ist:\[P(n, k) = {{c1::\frac{n!}{(n-k)!} = n \cdot (n-1) \cdots (n-k+1) }}\]
A: Beispiel: Wie viele 3-stellige PINs aus den Ziffern 0–9 ohne Wiederholung?\(P(10,3) = 10 \cdot 9 \cdot 8 = 720\).
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lorenz cid:1774487164709 2 210% 4d 10
nid:1774631277013 c1
Seien \(A_1,\ldots,A_n\) paarweise disjunkt, \(B\subseteq\bi...
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nid:1774631277013 Cloze c1
Q: Seien \(A_1,\ldots,A_n\) paarweise disjunkt, \(B\subseteq\bigcup A_i\), \(\Pr[B]>0\). Dann gilt für jedes \(i\):\[ \Pr[A_i|B] = {{c1::\frac{\Pr[B|A_i]\cdot\Pr[A_i]}{\sum_{j=1}^{n}\Pr[B|A_j]\cdot\Pr[A_j]} }}. \]Proof Included
A: (Satz von Bayes)Proof: Nach Definition gilt \(\Pr[A_i|B]=\Pr[A_i\cap B]/\Pr[B]\). Zähler: \(\Pr[A_i\cap B]=\Pr[B|A_i]\cdot\Pr[A_i]\). Nenner: \(\Pr[B]=\sum_j\Pr[B|A_j]\Pr[A_j]\) (totale Wahrscheinlichkeit). \(\square\)Zentrale Anwendung: Die Konditionierungsrichtung "umkehren" - von \(\Pr[B|A_i]\) (leicht zu messen) zu \(\Pr[A_i|B]\) (was wir wissen wollen).
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lorenz cid:1774631277013 2 210% 7d 11
nid:1774631277135
Falls \(A\) und \(B\) unabhängig sind, beweise, dass \(\bar{...
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nid:1774631277135
Q: Falls \(A\) und \(B\) unabhängig sind, beweise, dass \(\bar{A}\) und \(B\) ebenfalls unabhängig sind. Proof Included
A: Zu zeigen: \(\Pr[\bar{A}\cap B]=\Pr[\bar{A}]\cdot\Pr[B]\).\[\begin{gathered}\Pr[\bar{A}\cap B] = \Pr[B] - \Pr[A\cap B] \\ = \Pr[B] - \Pr[A]\Pr[B] \\ = (1-\Pr[A])\Pr[B] = \Pr[\bar{A}]\Pr[B]. \quad\square\end{gathered}\]Folgerung: Falls \(A_1,\ldots,A_n\) gemeinsam unabhängig sind, so auch jede Familie, die durch Ersetzen einiger \(A_i\) durch \(\bar{A}_i\) entsteht (Lemma 2.23).
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lorenz cid:1774631277135 2 210% 4d 9
nid:1776171326030 c1
Eine Zufallsvariable \(X\) mit Dichte\[f_X(i) = \begin{cases...
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nid:1776171326030 Cloze c1
Q: Eine Zufallsvariable \(X\) mit Dichte\[f_X(i) = \begin{cases} {{c1::p \cdot (1 - p)^{i-1} }} & \text{für } i \in \mathbb{N} \\ 0 & \text{sonst} \end{cases}\]heisst {{c2::geometrisch verteilt}} mit Erfolgswahrscheinlichkeit \(p\).Man schreibt das auch als \({{c2::X \sim \t
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lorenz cid:1776171326032 2 210% 2d 11
nid:1776175078408 c1
nicht-negative
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nid:1776175078408 Cloze c1
Cloze answer: nicht-negative
Q: Für jede {{c1::nicht-negative}} Zufallsvariable \(X\) und alle \(t > 0\), gilt\[\Pr\left[X \geq t\right] \leq {{c2::\frac{\mathbb{E}[X]}{t} }}.\]
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lorenz cid:1776175078408 2 210% 6d 9
nid:1773311655486 c1
|E|
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nid:1773311655486 Cloze c1
Cloze answer: |E|
Q: Jeder Graph kann in Zeit \(O({{c1::|E|}})\) mit \(\Delta(G)+1\) Farben gefärbt werden.
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lorenz cid:1773311655486 2 210% 16d 12
nid:1773914249130 c1
Für Ereignisse \(A_1, \ldots, A_n\) (mit \(n \geq 2\)) gilt\...
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nid:1773914249130 Cloze c1
Q: Für Ereignisse \(A_1, \ldots, A_n\) (mit \(n \geq 2\)) gilt\[\Pr\left[\bigcup_{i=1}^{n} A_i\right] = {{c1::\sum_{\ell=1}^{n} (-1)^{\ell+1} \cdot \sum_{1 \leq i_1 < \cdots < i_\ell \leq n} \Pr[A_{i_1} \cap \cdots \cap A_{i_\ell}]}}\]
A: \[= \sum_{i=1}^{n} \Pr[A_i] - \sum_{1 \leq i_1 < i_2 \leq n} \Pr[A_{i_1} \cap A_{i_2}] + \ldots - \ldots + \ldots + (-1)^{n+1} \cdot \Pr[A_1 \cap \cdots \cap A_n].\]
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lorenz cid:1773914249130 2 210% 6d 14
nid:1774631269375 c3
Die Rekursionsformel des Pascalschen Dreiecks lautet: \[\bin...
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nid:1774631269375 Cloze c3
Q: Die Rekursionsformel des Pascalschen Dreiecks lautet: \[\binom{n}{k} = {{c3::\binom{n-1}{k-1} + \binom{n-1}{k} }}\]
A: Intuition: Fixiere Element \(x\).\(x\) dabei → noch \(k-1\) aus \(n-1\) wählen\(x\) nicht dabei → alle \(k\) aus \(n-1\) wählenPascalsches Dreieck (Eintrag in Zeile \(n\), Position \(k\) ist \(\binom{n}{k}\)):\[\begin{array}{ccccccccc} & & & & 1 \\ & & & 1 & & 1 \\ & & 1 & & 2 & & 1 \\ &
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lorenz cid:1774631269375 2 210% 4d 10
nid:1774487164704 c1
Summe von Indikatoren
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nid:1774487164704 Cloze c1
Cloze answer: Summe von Indikatoren
Q: Um \(\mathbb{E}[X]\) zu berechnen, schreibe \(X\) als {{c1::Summe von Indikatoren}}:\[X = {{c1::X_{A_1} + X_{A_2} + \cdots + X_{A_n} }},\]dann gilt per Linearität:\[\mathbb{E}[X] = {{c2::\Pr[A_1] + \Pr[A_2] + \cdots + \Pr[A_n] }} \]
A: Unabhängigkeit nicht nötig!Beispiel: Erwartete Anzahl Fixpunkte einer zufälligen Permutation von \([n]\)?\(X_i = [i \text{ ist Fixpunkt}]\), \(\Pr[X_i = 1] = \frac{1}{n}\), also \(\mathbb{E}[X] = n \cdot \frac{1}{n} = 1\).
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lorenz cid:1774487164705 2 210% 10d 14
nid:1774631277127
Bei \(m\) fairen Münzwürfen sei \(X\) = Anzahl (möglicherwei...
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nid:1774631277127
Q: Bei \(m\) fairen Münzwürfen sei \(X\) = Anzahl (möglicherweise überlappender) Vorkommen von "KKK" (drei aufeinanderfolgende Köpfe). Bestimme \(\mathbb{E}[X]\).
A: Ansatz: "KKK" kann an Positionen \(i=1,\ldots,m-2\) beginnen. Definiere:\[X_i = \begin{cases}1 & \text{Würfe } i,i+1,i+2 \text{ sind alle Kopf}\\ 0 & \text{sonst}\end{cases}.\]Dann ist \(X=X_1+\cdots+X_{m-2}\).Jeder Term: \(\mathbb{E}[X_i]=\Pr[X_i=1]=(1/2)^3=1/8\).Ergebnis: \(\mathbb{E}[X]=(m-2)\cdot\tfrac{1}{8}=\dfrac{m-2}{8}\).(Die Überlappungen spielen keine Rolle, Linearität des Erwartungswerts erledigt das automatisch.)
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lorenz cid:1774631277128 2 210% 11d 13
nid:1776332392617 c3
Seien \(X_1, \ldots, X_n\) unabhängige Bernoulli-verteilte Z...
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nid:1776332392617 Cloze c3
Q: Seien \(X_1, \ldots, X_n\) unabhängige Bernoulli-verteilte Zufallsvariablen mit \(\Pr[X_i = 1] = p_i\) und \(\Pr[X_i = 0] = 1 - p_i\). Dann gilt für \(X = \sum_{i=1}^{n} X_i\)\(\Pr[X \geq (1+\delta)\,\mathbb{E}[X]] \;\leq\; {{c1::e^{-\frac{1}{3}\delta^2\,\mathbb{E}[X]} }}\) für alle
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lorenz cid:1776332392617 2 210% 8d 11
nid:1774487164866 c1
\Pr[A] \cdot \Pr[B \mid A] = \Pr[B] \cdot \Pr[A \mid B]
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nid:1774487164866 Cloze c1
Cloze answer: \Pr[A] \cdot \Pr[B \mid A] = \Pr[B] \cdot \Pr[A \mid B]
Q: Für Ereignisse \(A, B\) mit \(\Pr[A], \Pr[B] > 0\) gilt:\[\Pr[A \cap B] = {{c1::\Pr[A] \cdot \Pr[B \mid A] = \Pr[B] \cdot \Pr[A \mid B]}}\]
A: Umgestellt ergibt sich direkt der Satz von Bayes.Beide Seiten sind gleich, weil \(\Pr[A \cap B]\) symmetrisch in \(A\) und \(B\) ist.
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lorenz cid:1774487164866 2 210% 15d 13
nid:1772496585226 IO r2
[Image Occlusion region 2]
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nid:1772496585226 Cloze c2
Q: {{c1::image-occlusion:rect:left=.186:top=.2984:width=.5344:height=.2754}}{{c2::image-occlusion:rect:left=.183:top=.5891:width=.8119:height=.3672}}
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lorenz cid:1772496585228 2 210% 23d 16
nid:1773307783473 IO r4
[Image Occlusion region 4]
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nid:1773307783473 Cloze c4
Q: {{c1::image-occlusion:polygon:left=.011:top=.2474:points=.0836,.2506 .4728,.2474 .4728,.3534 .011,.3566 .011,.3052 .0836,.3052}}{{c2::image-occlusion:rect:left=.0572:top=.4433:width=.1363:height=.045}}{{c2::image-occlusion:rect:left=.0924:top=.5815:width=.1869:height=.0514}}{{c3::image-o
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lorenz cid:1773307783483 2 210% 17d 15
nid:1774631277234
Zeige, dass die bedingten Wahrscheinlichkeiten \(\Pr[\cdot|B...
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A&W
nid:1774631277234
Q: Zeige, dass die bedingten Wahrscheinlichkeiten \(\Pr[\cdot|B]\) für ein festes Ereignis \(B\) mit \(\Pr[B]>0\) einen gültigen Wahrscheinlichkeitsraum auf \(\Omega\) definieren.
A: Zu zeigen: \(\sum_{\omega\in\Omega}\Pr[\omega|B]=1\):\[ \sum_{\omega\in\Omega}\Pr[\omega|B] = \sum_{\omega\in\Omega}\frac{\Pr[\omega\cap B]}{\Pr[B]} = \sum_{\omega\in B}\frac{\Pr[\omega]}{\Pr[B]} = \frac{\Pr[B]}{\Pr[B]} = 1. \]Intuition: Bedingen setzt \(\Pr[\omega|B]=0\) für alle \(\omega\notin B\) und reskaliert die verbleibenden Wahrscheinlichkeiten mit \(1/\Pr[B]\), damit sie sich zu 1 summieren.Konsequenz: Alle Wahrscheinlichkeitsregeln (Komplem
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lorenz cid:1774631277234 2 210% 13d 13
nid:1774631277262 c1
\Pr[A]
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A&W
nid:1774631277262 Cloze c1
Cloze answer: \Pr[A]
Q: Für die Indikatorvariable \(X_A\) eines Ereignisses \(A\) gilt:\[ \mathbb{E}[X_A] = {{c1::\Pr[A]}}. \]Proof Included
A: Proof: \(\mathbb{E}[X_A]=1\cdot\Pr[X_A=1]+0\cdot\Pr[X_A=0]=\Pr[A].\quad\square\)Das ist die Brücke zwischen Ereignissen (Wahrscheinlichkeit) und Zufallsvariablen (Erwartungswert): Die Wahrscheinlichkeit eines Ereignisses entspricht dem Erwartungswert seiner Indikatorvariable.
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lorenz cid:1774631277262 2 210% 12d 11
nid:1771526288993 c3
ggf update, wenn Algorithmus während des backtracks zum Knot...
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A&W
nid:1771526288993 Cloze c3
Cloze answer: ggf update, wenn Algorithmus während des backtracks zum Knoten zurückkehrt
Q: Berechnung der low-Werte:{{c1::Initialisierung mit dfs-Wert}}{{c2::ggf update, wenn Restkanten gefunden werden}}{{c3::ggf update, wenn Algorithmus während des backtracks zum Knoten zurückkehrt}}
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lorenz cid:1771526288995 2 210% 23d 13
nid:1772545892871 c2
abwechselnd Kanten aus \( M \) und nicht aus \( M \) enthält...
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users
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A&W
nid:1772545892871 Cloze c2
Cloze answer: abwechselnd Kanten aus \( M \) und nicht aus \( M \) enthält und der in von \( M \) nicht überdeckten Knoten beginnt und endet
Q: Ein {{c1::M-augmentierender Pfad}} ist ein Pfad, der {{c2::abwechselnd Kanten aus \( M \) und nicht aus \( M \) enthält und der in von \( M \) nicht überdeckten Knoten beginnt und endet}}.
A: \( \Rightarrow \) durch Tauschen entlang \( M \) können wir das Matching vergrössern
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lorenz cid:1772545892872 2 210% 31d 13
nid:1774487165288 c1
Quotient- und Wurzelkriterium versagen bei Reihen vom Typ {{...
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Analysis
nid:1774487165288 Cloze c1
Q: Quotient- und Wurzelkriterium versagen bei Reihen vom Typ {{c1::\(\sum \frac{1}{n^s}\) (p-Reihen)}}, da aufeinanderfolgende Terme asymptotisch gleich schnell wachsen (\(\rho = 1\)).
A: In diesem Fall: Verdichtungssatz oder Grenzwertkriterium verwenden.
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lorenz cid:1774487165288 2 210% 3d 13
nid:1772928333435 c1
\[ \sin\!\left(\frac{5\pi}{6}\right) = {{c1::\frac{1}{2} }} ...
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Analysis
nid:1772928333435 Cloze c1
Q: \[ \sin\!\left(\frac{5\pi}{6}\right) = {{c1::\frac{1}{2} }} \]
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lorenz cid:1772928333435 2 210% 20d 14
nid:1774487165306 c1
der erste weggelassene Term
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Analysis
nid:1774487165306 Cloze c1
Cloze answer: der erste weggelassene Term
Q: Beim Leibniz-Kriterium gilt die Fehlerabschätzung:\[|S - S_n| \leq {{c1::a_{n+1} }}\]D.h. der Fehler ist höchstens so gross wie {{c1::der erste weggelassene Term}}.
A: Nützlich zur numerischen Approximation alternierender Reihen.
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lorenz cid:1774487165307 2 210% 12d 13
nid:1774138446782 c2
sie beschränkt ist
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Analysis
nid:1774138446782 Cloze c2
Cloze answer: sie beschränkt ist
Q: Für eine {{c1:: monotone Folge reeller Zahlen \((a_n)_{n \in \mathbb{N}_0}\)}} gilt: Sie konvergiert genau dann, wenn {{c2::sie beschränkt ist}}.
A: (Weierstrass)Falls die Folge monoton wachsend ist, gilt: \[ \lim_{n \rightarrow \infty} a_n = \sup \{a_n \mid n \in \mathbb{N}_0\} \]Falls die Folge monoton fallend ist, gilt:\[\lim_{n \rightarrow \infty} a_n = \inf \{ a_n \mid n \in \mathbb{N}_0\}\]
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lorenz cid:1774138446782 2 210% 12d 11
nid:1774487165589 c5
Eine Potenzreihe hat die Form \({{c5:: \displaystyle\sum_{k=...
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Analysis
nid:1774487165589 Cloze c5
Q: Eine Potenzreihe hat die Form \({{c5:: \displaystyle\sum_{k=0}^\infty c_k (x - a)^k }}\), wobei:\(a\) ist {{c1::der Entwicklungspunkt (Zentrum)}}\(c_0, c_1, \ldots\) sind {{c2::die Koeffizienten}}\(x\) ist {{c3::das Argument}}\((a - R,\, a + R)\) ist {{c
A: Spezialfall \(a = 0\): \(\sum c_k x^k\) - Entwicklungspunkt im Ursprung.
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lorenz cid:1774487165590 2 210% 9d 11
nid:1774631277856 c1
Eine Teleskopreihe \(\sum_{k=1}^\infty (b_k - b_{k-1})\) kon...
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Analysis
nid:1774631277856 Cloze c1
Q: Eine Teleskopreihe \(\sum_{k=1}^\infty (b_k - b_{k-1})\) konvergiert genau dann, wenn {{c1::\(\lim_{n\to\infty} b_n\) existiert}}.
A: In diesem Fall gilt \(\sum_{k=1}^\infty (b_k - b_{k-1}) = \lim_{n\to\infty} b_n - b_0\).
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lorenz cid:1774631277856 2 210% 8d 14
nid:1772928333345 c1
\[ \cos\!\left(\frac{\pi}{6}\right) = {{c1::\frac{\sqrt{3} }...
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users
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Analysis
nid:1772928333345 Cloze c1
Q: \[ \cos\!\left(\frac{\pi}{6}\right) = {{c1::\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333346 2 210% 21d 14
nid:1772928333361 c1
\[ \cos\!\left(\frac{2\pi}{3}\right) = {{c1::-\frac{1}{2} }}...
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users
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Analysis
nid:1772928333361 Cloze c1
Q: \[ \cos\!\left(\frac{2\pi}{3}\right) = {{c1::-\frac{1}{2} }} \]
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lorenz cid:1772928333361 2 210% 28d 12
nid:1772928333383 c1
\[ \cos\!\left(\frac{4\pi}{3}\right) = {{c1::-\frac{1}{2} }}...
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users
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Analysis
nid:1772928333383 Cloze c1
Q: \[ \cos\!\left(\frac{4\pi}{3}\right) = {{c1::-\frac{1}{2} }} \]
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lorenz cid:1772928333383 2 210% 20d 16
nid:1772928333456 c1
-1
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users
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Analysis
nid:1772928333456 Cloze c1
Cloze answer: -1
Q: \[ \sin\!\left(\frac{3\pi}{2}\right) = {{c1::-1}} \]
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lorenz cid:1772928333456 2 210% 24d 14
nid:1772928333200 c1
\[\tan(x \pm y) = {{c1:: \frac{\tan x \pm \tan y}{1 \mp \tan...
2
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users
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Analysis
nid:1772928333200 Cloze c1
Q: \[\tan(x \pm y) = {{c1:: \frac{\tan x \pm \tan y}{1 \mp \tan x \tan y} }}\]
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lorenz cid:1772928333200 2 210% 14d 16
nid:1772928333443 c1
\[ \sin\!\left(\frac{7\pi}{6}\right) = {{c1::-\frac{1}{2} }}...
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users
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Analysis
nid:1772928333443 Cloze c1
Q: \[ \sin\!\left(\frac{7\pi}{6}\right) = {{c1::-\frac{1}{2} }} \]
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lorenz cid:1772928333443 2 210% 28d 12
nid:1772928333357 c1
0
2
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Analysis
nid:1772928333357 Cloze c1
Cloze answer: 0
Q: \[ \cos\!\left(\frac{\pi}{2}\right) = {{c1::0}} \]
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lorenz cid:1772928333357 2 210% 28d 12
nid:1772928333334 c1
\cos\theta
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users
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Analysis
nid:1772928333334 Cloze c1
Cloze answer: \cos\theta
Q: \[ \cos(-\theta) = {{c1::\cos\theta}} \]
A:  \(\cos\) ist eine gerade Funktion.
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lorenz cid:1772928333334 2 210% 22d 13
nid:1771973928646
Wie lautet \(re^{i\varphi}\) ausgeschrieben mit \(\cos\) und...
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Analysis
nid:1771973928646
Q: Wie lautet \(re^{i\varphi}\) ausgeschrieben mit \(\cos\) und \(\sin\)?
A: \(re^{i \varphi} = r (\cos(\varphi) + i \sin(\varphi))\)Herleitung:\[ e^x = 1 + x + \frac{x^2}{2} + \frac{x^3}{3!} + \dots = \sum_{k = 0}^\infty \frac{1}{k!}x^k \]Setzen wir in diese formel \(x = it\) ein, so erhalten wir \(e^{it} = \cos(t) + i \sin(t)\), \(t \in \mathbb{R}\).
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lorenz cid:1771973928646 2 210% 28d 12
nid:1772928333452 c1
\[ \sin\!\left(\frac{4\pi}{3}\right) = {{c1::-\frac{\sqrt{3}...
2
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users
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Analysis
nid:1772928333452 Cloze c1
Q: \[ \sin\!\left(\frac{4\pi}{3}\right) = {{c1::-\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333452 2 210% 23d 15
nid:1772496585317
Wann konvergiert eine Folge \((a_n)_{n \in \mathbb{N_0}}\)?
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Analysis
nid:1772496585317
Q: Wann konvergiert eine Folge \((a_n)_{n \in \mathbb{N_0}}\)?
A: \[\text{Wenn }\forall \varepsilon > 0 \; \exists N > 0 \text{, so dass } \forall n > N : |a_n - L| < \varepsilon\]
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lorenz cid:1772496585317 2 210% 22d 15
nid:1772928333387 c1
0
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users
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Analysis
nid:1772928333387 Cloze c1
Cloze answer: 0
Q: \[ \cos\!\left(\frac{3\pi}{2}\right) = {{c1::0}} \]
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lorenz cid:1772928333387 2 210% 31d 12
nid:1772113306847
How do we determine the number of AND gates in a PLA?
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DDCA
nid:1772113306847
Q: How do we determine the number of AND gates in a PLA?
A: For an n-input logic function, we need a PLA with 2ⁿ n-input AND gates.Remember SOP: the number of possible minterms
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lorenz cid:1772113306847 2 210% 26d 14
nid:1772117784497
Writing to MemoryWhat is \(D_i\) here?
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DDCA
nid:1772117784497
Q: Writing to MemoryWhat is \(D_i\) here?
A: Input.
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lorenz cid:1772117784497 2 210% 30d 13
nid:1771779097113 c1
OR gates
2
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users
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DDCA
nid:1771779097113 Cloze c1
Cloze answer: OR gates
Q: Decoders can be combined with {{c1::OR gates}} to build logic functions.
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lorenz cid:1771779097113 2 210% 27d 13
nid:1771777021996
Convert this function to canonical form:
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DDCA
nid:1771777021996
Q: Convert this function to canonical form:
A: \(\begin{aligned} F(A,B,C) &= \sum m(3,4,5,6,7) \\ &= m3 + m4 + m5 + m6 + m7 \end{aligned}\)\(F = \overline{A}BC + A\overline{B}\overline{C} + A\overline{B}C + AB\overline{C} + ABC\)Note that this isn't minimal form! \(\Rightarrow F = A + BC\)
User Card ID Lapses Ease Interval Reviews
lorenz cid:1771777021996 2 210% 28d 13
nid:1772114228305 c1
gating of different signals onto a wire
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DDCA
nid:1772114228305 Cloze c1
Cloze answer: gating of different signals onto a wire
Q: A tri-state buffer enables {{c1::gating of different signals onto a wire}}.
A: It acts like a switch.
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lorenz cid:1772114228305 2 210% 35d 12
nid:1774487167488 c3
Elastic; creates threads on demand, reuses idle ones.
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PProg
nid:1774487167488 Cloze c3
Cloze answer: Elastic; creates threads on demand, reuses idle ones.
Q: The four standard ExecutorService pool types:newFixedThreadPool(n) - {{c1::Fixed n threads; excess tasks are queued.}}newSingleThreadExecutor() - {{c2::Exactly 1 thread; tasks execute sequentially.}}new
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lorenz cid:1774631279571 2 210% 4d 10
nid:1774359509898 c1
decreasing span without increasing work too much
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PProg
nid:1774359509898 Cloze c1
Cloze answer: decreasing span without increasing work too much
Q: Designing parallel algorithms is about {{c1::decreasing span without increasing work too much}}.
A: Amdahl's Law describes the limit of speedup due to sequential parts of a program \(T_\infty\) (span) in the DAG is the practical representation of the "sequential fraction" in Amdahl's Law \(T_\infty\) is the fundamental cause of the speedup limit - it represents the longest sequential dependency If we reduce \(T_\infty\), we get closer to ideal speedup
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lorenz cid:1774359509898 2 210% 4d 10
nid:1761491477299
What is the logical rule for proof by contradiction?
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DiskMat
nid:1761491477299
Q: What is the logical rule for proof by contradiction?
A: \((\lnot A \rightarrow B) \land \lnot B \models A\) Alternative: \((A \lor B) \land \lnot B \models A\) (If assuming \(\lnot A\) leads to something false, then \(A\) must be true)
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niklas cid:1761491477300 2 240% 14d 16
nid:1761491477305
How does an indirect proof of \(S \Rightarrow T\) work?
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DiskMat
nid:1761491477305
Q: How does an indirect proof of \(S \Rightarrow T\) work?
A: An indirect proof assumes that \(T\) is false and proves that \(S\) is false under this assumption. This works because \(\lnot B \rightarrow \lnot A \models A \rightarrow B\).
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niklas cid:1761491477306 2 240% 15d 16
nid:1761491477387
When is a relation \(\rho\) on set \(A\) antisymmetric?
2
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DiskMat
nid:1761491477387
Q: When is a relation \(\rho\) on set \(A\) antisymmetric?
A: When \(a \ \rho \ b \land b \ \rho \ a \Longleftrightarrow a = b\) for all \(a, b \in A\), i.e., \(\rho \cap \hat{\rho} \subseteq \text{id}\)
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niklas cid:1761491477388 2 240% 7d 8
nid:1761491477545
List all types of symbols meaning equivalence:
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DiskMat
nid:1761491477545
Q: List all types of symbols meaning equivalence:
A: Equivalences\(\equiv\)  (formula→statement)\(\leftrightarrow\) (formula→formula)\(\Leftrightarrow\) (statement→statement)
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niklas cid:1761491477546 2 270% 9d 16
nid:1762856073655 c1
walk that contains every edge of the graph exactly once
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users
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A&D
nid:1762856073655 Cloze c1
Cloze answer: walk that contains every edge of the graph exactly once
Q: In graph theory, an {{c2::Eulerian walk (Eulerweg)}} is a {{c1::walk that contains every edge of the graph exactly once}}.
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niklas cid:1762856073669 2 240% 90d 11
nid:1762856074658
Sketch step-by-step how Cantor's diagonalization argument ca...
2
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DiskMat
nid:1762856074658
Q: Sketch step-by-step how Cantor's diagonalization argument can be used to prove that the set \(\{0,1\}^\infty\) is uncountable.
A: Proof by contradiction: Assume a bijection to \(\mathbb{N}\) exists.That means there exists for each \(n\in \mathbb{N}\) a corresponding sequence of 0 and 1s, and vice-versa.We now construct a new sequence \(\alpha\) of 0s and 1s, by always taking the \(i\)-th bit from the \(i\)-th sequence, and inverting it.This new sequence does not agree with every existing sequence in at least one place.However, there is no&n
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niklas cid:1762856074690 2 255% 32d 13
nid:1763364140092 c2
the subgraph obtained after removing it and all it's inciden...
2
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users
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A&D
nid:1763364140092 Cloze c2
Cloze answer: the subgraph obtained after removing it and all it's incident edges is disconnected
Q: A vertex in a connected graph is a {{c1::cut vertex}} if {{c2::the subgraph obtained after removing it and all it's incident edges is disconnected}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1763364140092 2 255% 70d 9
nid:1764859231476 c2
(nontrivial, \(0 \neq 1\)) commutative ring
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users
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DiskMat
nid:1764859231476 Cloze c2
Cloze answer: (nontrivial, \(0 \neq 1\)) commutative ring
Q: An {{c1::integral domain \(D\)}} is a {{c2::(nontrivial, \(0 \neq 1\)) commutative ring}} without {{c3::zerodivisors (\(ab = 0 \implies a = 0 \lor b = 0\))}}
User Card ID Lapses Ease Interval Reviews
niklas cid:1764859231478 2 240% 13d 7
nid:1764859231569
What is \(F[x]_{m(x)}\)?
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DiskMat
nid:1764859231569
Q: What is \(F[x]_{m(x)}\)?
A: Let \(m(x)\) be a polynomial of degree \(d\) over \(F\). Then: \[F[x]_{m(x)} \ \overset{\text{def}}{=} \ \{a(x) \in F[x] \ | \ \deg(a(x)) < d\}\] This is the set of all polynomials over \(F\) with degree strictly less than \(d\).
User Card ID Lapses Ease Interval Reviews
niklas cid:1764859231570 2 240% 6d 14
nid:1764859231577
What is the cardinality of \(F[x]_{m(x)}\)?
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users
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DiskMat
nid:1764859231577
Q: What is the cardinality of \(F[x]_{m(x)}\)?
A: Lemma 5.34: Let \(F\) be a finite field with \(q\) elements and let \(m(x)\) be a polynomial of degree \(d\) over \(F\). Then: \[|F[x]_{m(x)}| = q^d\] Explanation: Each polynomial of \(\deg d - 1\) has \(d\) coefficients (from \(0, \dots, d - 1\)), and each coefficient can be any of  \(q\) elements from \(F\).
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niklas cid:1764859231578 2 255% 13d 12
nid:1764860842101 c1
 \(a \ | \ (b + c)\)
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users
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DiskMat
nid:1764860842101 Cloze c1
Cloze answer:  \(a \ | \ (b + c)\)
Q: In any commutative ring, if \(a \ | \ b\) and \(a \ | \ c\), then {{c1:: \(a \ | \ (b + c)\)}}.
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niklas cid:1764860842101 2 225% 4d 6
nid:1765298196426 c2
{{c1:: \(\sum_{i = 1}^{n} i\log(i)\)}}  \(\leq\) {{c2::\(\su...
2
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users
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A&D
nid:1765298196426 Cloze c2
Q: {{c1:: \(\sum_{i = 1}^{n} i\log(i)\)}}  \(\leq\) {{c2::\(\sum_{i = 1}^n n \log(n) = n^2 \log n\)::Sum}}
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niklas cid:1765298196426 2 240% 2d 11
nid:1765300949586
Selection Sort
2
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users
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A&D
nid:1765300949586
Q: Selection Sort
A: Best Case: \(O(n^2)\)Worst Case: \(O(n^2)\)
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niklas cid:1765388611001 2 270% 49d 12
nid:1765301119701
Insertion Sort
2
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users
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A&D
nid:1765301119701
Q: Insertion Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n^2)\)
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niklas cid:1765388611006 2 225% 2d 5
nid:1766314818238 c2
sent over the network to their partner
2
lapses
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users
240%
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DiskMat
nid:1766314818238 Cloze c2
Cloze answer: sent over the network to their partner
Q: For Diffie-Hellman key agreement, both Alice and Bob {{c1:: choose \(x_A, x_B\) (their private keys) at random}}.They then compute {{c2:: \(y_A := R_p(g^{x_A})\) and \(y_B\) analogously, which are their public keys}} which is {{c2:: sent over the network to thei
User Card ID Lapses Ease Interval Reviews
niklas cid:1766314818239 2 240% 6d 9
nid:1766485563842 c1
\(\leq \log_2(n)\)
2
lapses
1/4
users
225%
ease
A&D
nid:1766485563842 Cloze c1
Cloze answer: \(\leq \log_2(n)\)
Q: The height of a 2-3 Tree for \(n\) keys is {{c1::\(\leq \log_2(n)\)}} thus \(h={{c2::O(\log(n))::\textbf{O-notation} }}\).
A: Note that for the case \(n = 1\) the root has one leaf with the key.
User Card ID Lapses Ease Interval Reviews
niklas cid:1766485563842 2 225% 1d 8
nid:1766488312297
Longest Common Subsequence
2
lapses
1/4
users
195%
ease
A&D
nid:1766488312297
Q: Longest Common Subsequence
A: \(\Theta(n \cdot m)\)
User Card ID Lapses Ease Interval Reviews
niklas cid:1766488406684 2 195% 8d 12
nid:1766488967649
Edit Distance
2
lapses
1/4
users
210%
ease
A&D
nid:1766488967649
Q: Edit Distance
A: \(\Theta(n \cdot m)\)
User Card ID Lapses Ease Interval Reviews
niklas cid:1766488967650 2 210% 9d 14
nid:1766499628105 c2
\(\exists\) directed closed walk
2
lapses
1/4
users
210%
ease
A&D
nid:1766499628105 Cloze c2
Cloze answer: \(\exists\) directed closed walk
Q: {{c1::\(\exists\) back edge}} \(\Longleftrightarrow\){{c2::\(\exists\) directed closed walk}}
User Card ID Lapses Ease Interval Reviews
niklas cid:1766499628106 2 210% 6d 9
nid:1768239387172 c2
Generics - type erasure means List<String> becomes just List...
2
lapses
1/4
users
210%
ease
EProg
nid:1768239387172 Cloze c2
Cloze answer: Generics - type erasure means List<String> becomes just List at runtime, so the check is impossible    t instanceof List<String>
Q: The cases where instanceof causes a compile error:{{c1::Primitives - instanceof only works with reference types}}{{c2::Generics - type erasure means List<String> becomes just List at runtime, so the check is impossible    t instanceof List<Str
A: However:Animal a = getanimal() could get a Dog which might implement List thus a instanceof List is not a compile error.
User Card ID Lapses Ease Interval Reviews
niklas cid:1768239387173 2 210% 4d 10
nid:1768301518838 c1
a for loop over all unmarked nodes
2
lapses
1/4
users
225%
ease
A&D
nid:1768301518838 Cloze c1
Cloze answer: a for loop over all unmarked nodes
Q: DFS Pseudocode needs to include {{c1:: a for loop over all unmarked nodes}}, when we're not sure whether the graph is connected.
A: Otherwise we aren't visiting ZHKs that aren't connected to our chosen first node.DFS(g): all vertices unmarked for u unmarked: visit(u) visit(u): mark u for v adjacent to u:
User Card ID Lapses Ease Interval Reviews
niklas cid:1768301518838 2 225% 12d 10
nid:1769377807780 c1
attributes inside a subclass; shadowed
2
lapses
1/4
users
210%
ease
EProg
nid:1769377807780 Cloze c1
Cloze answer: attributes inside a subclass; shadowed
Q: We cannot override {{c1::attributes inside a subclass}}, they are {{c1::shadowed}}.
A: class Animal {   String name = "Animal";   String getName() {     return "Animal";   } } class Dog extends Animal {   String name = "Dog"; // Shadows Animal.name (doesn't override it)   @Override String getName() { return Dog"; } // Overrides Animal.getName() }Animal a = new Dog(); System.out.println(a.name);
User Card ID Lapses Ease Interval Reviews
niklas cid:1769377807780 2 210% 1d 8
nid:1771364277474 c2
it can never enter a/any critical section
2
lapses
1/4
users
240%
ease
PProg
nid:1771364277474 Cloze c2
Cloze answer: it can never enter a/any critical section
Q: A thread {{c1::starves}} if {{c2::it can never enter a/any critical section}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1771364277526 2 240% 14d 7
nid:1771364277497 c1
Concurrency
2
lapses
1/4
users
255%
ease
PProg
nid:1771364277497 Cloze c1
Cloze answer: Concurrency
Q: {{c1::Concurrency}} means {{c2::dealing with multiple things at the same time}}.
A: (As opposed to parallelism: doing multiple things at the same time.)Involves managing shared resources and their interactions. Often used interchangeably with parallelism.
User Card ID Lapses Ease Interval Reviews
niklas cid:1771364277596 2 255% 39d 9
nid:1771366536188 c1
(Knoten-)Zusammenhang
2
lapses
1/4
users
225%
ease
A&W
nid:1771366536188 Cloze c1
Cloze answer: (Knoten-)Zusammenhang
Q: Es gilt immer:{{c1::(Knoten-)Zusammenhang}} ≤ {{c2::Kanten-Zusammenhang}} ≤ {{c3::minimaler Grad}}
User Card ID Lapses Ease Interval Reviews
niklas cid:1771366536191 2 225% 6d 10
nid:1771535790927 c2
low[w] > dfs[v]
2
lapses
1/4
users
240%
ease
A&W
nid:1771535790927 Cloze c2
Cloze answer: low[w] > dfs[v]
Q: Eine Baumkante \(e = (v,w)\) (\(v\) Elternknoten, \(w\) Kindknoten) ist genau dann {{c1::eine Brücke}}, wenn \({{c2::low[w] > dfs[v]}}\).
User Card ID Lapses Ease Interval Reviews
niklas cid:1771535790930 2 240% 33d 10
nid:1771535790935 c1
|V| + |E|
2
lapses
1/4
users
255%
ease
A&W
nid:1771535790935 Cloze c1
Cloze answer: |V| + |E|
Q: Alle low-Werte sind in Zeit  \(O({{c1::|V| + |E|}})\) berechenbar.
User Card ID Lapses Ease Interval Reviews
niklas cid:1771535790939 2 255% 24d 9
nid:1771872607305
Which gate is this?
2
lapses
1/4
users
225%
ease
DDCA
nid:1771872607305
Q: Which gate is this?
A: XOR
User Card ID Lapses Ease Interval Reviews
niklas cid:1771872607305 2 225% 14d 6
nid:1771872607315
What is a maxterm?
2
lapses
1/4
users
210%
ease
DDCA
nid:1771872607315
Q: What is a maxterm?
A: A sum (OR) that includes all input variables.\((A + \overline{B} + \overline{C}) \text{ , } (\overline{A} + B + \overline{C}) \text{ , } (A + B + \overline{C})\)
User Card ID Lapses Ease Interval Reviews
niklas cid:1771872607315 2 210% 2d 7
nid:1771969133128 c3
Properties Absolutbetrag: {{c1::\(|x| \geq 0\) für alle \(x\...
2
lapses
1/4
users
240%
ease
Analysis
nid:1771969133128 Cloze c3
Q: Properties Absolutbetrag: {{c1::\(|x| \geq 0\) für alle \(x\).::PSD}} {{c2:: \(x \leq |x|, \forall x \in X\)::Vergleich}} {{c3:: \(|xy| = |x||y| \forall x, y \in \mathbb{R}\).::Multiplikation}}
User Card ID Lapses Ease Interval Reviews
niklas cid:1771969133128 2 240% 4d 8
nid:1772209100534 c1
Moore FSM; Mealy FSM
2
lapses
1/4
users
210%
ease
DDCA
nid:1772209100534 Cloze c1
Cloze answer: Moore FSM; Mealy FSM
Q: Two types of finite state machines differ in the output logic:{{c1::Moore FSM}}: outputs depend only on the current state{{c1::Mealy FSM}}: outputs depend on the current state and the inputs
User Card ID Lapses Ease Interval Reviews
niklas cid:1772209100535 2 210% 2d 5
nid:1771872607447 c2
during any possible execution with the same inputs, its obse...
2
lapses
1/4
users
210%
ease
PProg
nid:1771872607447 Cloze c2
Cloze answer: during any possible execution with the same inputs, its observable behaviour (results, output, ...) may change if events happen in different order
Q: A program has a {{c1::race condition}} if, {{c2::during any possible execution with the same inputs, its observable behaviour (results, output, ...) may change if events happen in different order}}.
A: E.g. scheduler interactions causing different interleavings, changing network latency
User Card ID Lapses Ease Interval Reviews
niklas cid:1772532891703 2 210% 2d 5
nid:1772569386185 c1
wechselt ab zwischen Kanten aus \( M \) und \( M' \)
2
lapses
1/4
users
240%
ease
A&W
nid:1772569386185 Cloze c1
Cloze answer: wechselt ab zwischen Kanten aus \( M \) und \( M' \)
Q: Seien \( M \), \( M' \) beliebige Matchings.Betrachte den Teilgraphen mit Kantenmenge \( M \oplus M' \).Jeder Knoten hat Grad \( \leq 2 \) \( \Rightarrow \) Kollektion von Pfaden und Kreisen.Jeder
User Card ID Lapses Ease Interval Reviews
niklas cid:1772569386185 2 240% 27d 9
nid:1772788241826 c1
\[ \sin\!\left(\frac{5\pi}{4}\right) = {{c1::-\frac{\sqrt{2}...
2
lapses
1/4
users
240%
ease
Analysis
nid:1772788241826 Cloze c1
Q: \[ \sin\!\left(\frac{5\pi}{4}\right) = {{c1::-\frac{\sqrt{2} }{2} }} \]
User Card ID Lapses Ease Interval Reviews
niklas cid:1772788241826 2 240% 92d 7
nid:1772788241864 c1
1
2
lapses
1/4
users
240%
ease
Analysis
nid:1772788241864 Cloze c1
Cloze answer: 1
Q: \[ \tan\!\left(\frac{5\pi}{4}\right) = {{c1::1}} \]
User Card ID Lapses Ease Interval Reviews
niklas cid:1772788241864 2 240% 2d 11
nid:1773420068088 IO r2
[Image Occlusion region 2]
2
lapses
1/4
users
225%
ease
A&W
nid:1773420068088 Cloze c2
Q: {{c1::image-occlusion:rect:left=.1376:top=.5345:width=.6408:height=.0783}}{{c2::image-occlusion:rect:left=.0886:top=.6098:width=.903:height=.2198}}{{c3::image-occlusion:rect:left=.2343:top=.9079:width=.0768:height=.0783}}
User Card ID Lapses Ease Interval Reviews
niklas cid:1773420068088 2 225% 1d 6
nid:1773420068121
Wahr oder falsch?Jeder \(k\)-reguläre bipartite Graph \(G = ...
2
lapses
1/4
users
210%
ease
A&W
nid:1773420068121
Q: Wahr oder falsch?Jeder \(k\)-reguläre bipartite Graph \(G = (A \cup B, E)\) für \(k \geq 1\) hat ein Matching der Größe \(|A|\).
A: WahrHall-Satz: Da \(G\) \(k\)-regulär ist, hat jeder Knoten in \(X\) Grad \(k\), jeder in \(N(X)\) Grad \(\leq k\). Weil in bipartiten Graphen die Gradsumme links gleich der Gradsumme rechts ist, folgt \(|N(X)| \geq |X|\). Damit ist Halls Bedingung erfüllt und ein Matching der Größe \(|A|\) existiert. Es gilt sogar: \(E\) lässt sich in \(k\) disjunkte perfekte Matchings partitionieren (iteratives Entfernen eines perfekten Matchings liefert jeweils einen \((k-1)\)-regu
User Card ID Lapses Ease Interval Reviews
niklas cid:1773420068122 2 210% 1d 8
nid:1765551656886
Describe the three steps of a proof by contradiction of stat...
2
lapses
1/4
users
210%
ease
DiskMat
nid:1765551656886
Q: Describe the three steps of a proof by contradiction of statement \(S\).
A: 1. Find a suitable statement \(T\) 2. Prove that \(T\) is false 3. Assume \(S\) is false and prove that \(T\) is true (a contradiction)
User Card ID Lapses Ease Interval Reviews
tomas cid:1765551656886 2 210% 1d 6
nid:1766410023689
Runtime of operations in an adjacency matrix?
2
lapses
1/4
users
210%
ease
A&D
nid:1766410023689
Q: Runtime of operations in an adjacency matrix?
A: 1. Check if \(uv \in E\): \(O(1)\)2. Vertex \(u\) , find all adjacent vertices in:  \(O(n)\)
User Card ID Lapses Ease Interval Reviews
tomas cid:1766410023689 2 210% 30d 12
nid:1771363954980 c3
{{c1::Divide and conquer style parallelism (also called recu...
2
lapses
1/4
users
210%
ease
PProg
nid:1771363954980 Cloze c3
Q: {{c1::Divide and conquer style parallelism (also called recursive splitting)}} means: solve a problem by {{c2::recursively solving smaller sub-problems and combining their results}}. 
A: Solve the sub-problems in separate threads to gain a speedup.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955012 2 210% 4d 7
nid:1771363955001 c1
parallelism
2
lapses
1/4
users
210%
ease
PProg
nid:1771363955001 Cloze c1
Cloze answer: parallelism
Q: The maximum possible speedup ({{c1::parallelism}}) is {{c2::\(\frac{T_1}{T_\infty} \)}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955096 2 210% 12d 11
nid:1771363955028 c1
Work partitioning
2
lapses
1/4
users
210%
ease
PProg
nid:1771363955028 Cloze c1
Cloze answer: Work partitioning
Q: {{c1::Work partitioning}} is the {{c2::split-up of a program}} into smaller tasks that can be executed in {{c3::parallel}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955196 2 210% 2d 8
nid:1771578182870 c3
idle time due to task dependencies or waiting for data excha...
2
lapses
1/4
users
210%
ease
PProg
nid:1771578182870 Cloze c3
Cloze answer: idle time due to task dependencies or waiting for data exchange
Q: Parallel execution can introduce inefficiencies such as {{c1::communication overhead}}, {{c2::load imbalance}}, and {{c3::idle time due to task dependencies or waiting for data exchange}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771578182872 2 210% 1d 8
nid:1771616439344 c4
taking too many or too few risks
2
lapses
1/4
users
210%
ease
Advanced Finance
nid:1771616439344 Cloze c4
Cloze answer: taking too many or too few risks
Q: Agency problems include a manager:{{c1:: not putting in sufficient effort}}{{c2:: wasting money on personal benefits}}{{c3:: overinvesting in search of power or prestige}}{{c4:: taking too many or too few risks}}{{c5:: focusing on short-term results at
User Card ID Lapses Ease Interval Reviews
tomas cid:1771616439348 2 210% 2d 11
nid:1766314077328 c1
\(u\) reaches \(v\) (erreicht)
1
lapses
1/4
users
245%
ease
A&D
nid:1766314077328 Cloze c1
Cloze answer: \(u\) reaches \(v\) (erreicht)
Q: For \(u, v \in V\) we say that {{c1::\(u\) reaches \(v\) (erreicht)}} if {{c2::there is a walk with endpoints \(u\) and \(v\) (or a path)}}.
A: Reachability is an equivalence relation.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314077343 1 245% 17d 7
nid:1766314077330 c1
connected component
1
lapses
1/4
users
215%
ease
A&D
nid:1766314077330 Cloze c1
Cloze answer: connected component
Q: A {{c1::connected component}} of \(G\) is a {{c2::equivalence class of the relation defined as follows: \(u = v\) if \(u\) reaches \(v\)}}.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314077346 1 215% 4d 7
nid:1766314077346 c1
cut edge
1
lapses
1/4
users
230%
ease
A&D
nid:1766314077346 Cloze c1
Cloze answer: cut edge
Q: An edge in a connected graph is a {{c1::cut edge}} if {{c2::the subgraph obtained after removing it (keeping the vertices) is disconnected}}.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314077373 1 230% 10d 7
nid:1766314077348 c2
A graph \(G\) is {{c1::complete}} when it's set of edges is ...
1
lapses
1/4
users
215%
ease
A&D
nid:1766314077348 Cloze c2
Q: A graph \(G\) is {{c1::complete}} when it's set of edges is {{c2::\(\{\{u, v\} \ | \ u, v \in V, u \neq v\}\) }}.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314077377 1 215% 17d 11
nid:1766314077369 c1
<
1
lapses
1/4
users
230%
ease
A&D
nid:1766314077369 Cloze c1
Cloze answer: <
Q: In BFS enter/leave ordering for all \(v\), enter[v] {{c1:: <}} leave[v].
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314077403 1 230% 27d 7
nid:1766314094599
How does the inverse of a relation appear in matrix and grap...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094599
Q: How does the inverse of a relation appear in matrix and graph representations?
A: Matrix: The transpose of the matrix Graph: Reversing the direction of all edges
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094606 1 230% 29d 6
nid:1766314094602
Is composition of relations associative?
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094602
Q: Is composition of relations associative?
A: Yes: \(\rho \circ (\sigma \circ \phi) = (\rho \circ \sigma) \circ \phi\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094609 1 230% 28d 6
nid:1766314094636
For what types of posets is well-ordering primarily of inter...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094636
Q: For what types of posets is well-ordering primarily of interest?
A: Infinite posets. (Every totally ordered finite poset is automatically well-ordered)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094646 1 230% 9d 9
nid:1766314094645
What is the preimage \(f^{-1}(T)\) of a subset \(T \subseteq...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094645
Q: What is the preimage \(f^{-1}(T)\) of a subset \(T \subseteq B\)?
A: \[f^{-1}(T) \overset{\text{def}}{=} \{a \in A \ | \ f(a) \in T\}\] The set of values in \(A\) that map into \(T\).
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094656 1 230% 14d 8
nid:1766314094698
What is a composite number?
1
lapses
1/4
users
215%
ease
DiskMat
nid:1766314094698
Q: What is a composite number?
A: An integer greater than 1 that is not prime (i.e., it has divisors other than 1 and itself).
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094719 1 215% 16d 10
nid:1766314094752 c3
 Assume that \( S \) is false and prove that \( T \) is true...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094752 Cloze c3
Cloze answer:  Assume that \( S \) is false and prove that \( T \) is true (-> contradiction).
Q: Proof method: Proof by Contradiction1. {{c1:: Find a suitable statement \( T\).}}2. {{c2:: Prove that \( T \) is false.}}3. {{c3:: Assume that \( S \) is false and prove that \( T \) is true (-> contradiction).}}
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094781 1 230% 13d 10
nid:1766314094759 c2
\((a \ \rho \ b \wedge b \ \rho \ c) \implies a \ \rho \ c \...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094759 Cloze c2
Cloze answer: \((a \ \rho \ b \wedge b \ \rho \ c) \implies a \ \rho \ c \) is true.
Q: A relation is {{c1::transitive}} if {{c2::\((a \ \rho \ b \wedge b \ \rho \ c) \implies a \ \rho \ c \) is true.}}
A: Examples: \( \le, \ge, <, |, \equiv_m\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094793 1 230% 19d 7
nid:1766314094762 c2
{{c1::Ein Körper}} ist eine Menge {{c1::\( \mathbb{K}\) mit ...
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094762 Cloze c2
Q: {{c1::Ein Körper}} ist eine Menge {{c1::\( \mathbb{K}\) mit Operationen \(+ , *\)}} mit folgenden Eigenschaften:{{c2::- \( (\mathbb{K}, +)\) ist eine abelsche Gruppe- \( (\mathbb{K} \backslash \{0\}, *)\) ist eine abelsche Gruppe- Distributivität:&
A: Beispiel: \( \mathbb{Q}, \mathbb{R}\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094798 1 230% 13d 10
nid:1766314094763 c1
injective (or one-to-one)
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094763 Cloze c1
Cloze answer: injective (or one-to-one)
Q: A function is {{c1::injective (or one-to-one)}} if {{c2::for \(a \ne b\) we have \(f(a) \ne f(b)\), i.e. no "collisions"}}.
A: Example: \(f(x) = x\), counterexample: \(f(x) = x^2, x \in \mathbb{R}\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094801 1 230% 12d 7
nid:1766314094774 c2
totally ordered (also: linearly ordered) by \(\preceq\)
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094774 Cloze c2
Cloze answer: totally ordered (also: linearly ordered) by \(\preceq\)
Q: A poset \((A; \preceq)\) is called {{c2::totally ordered (also: linearly ordered) by \(\preceq\)}} if {{c1::any two elements of the poset are comparable.}}
A: Example: \((\mathbb{Z}; \ge)\)
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094820 1 230% 16d 8
nid:1766314094788
Is the set \(\{0,1\}^*\) (finite binary sequences) countable...
1
lapses
1/4
users
215%
ease
DiskMat
nid:1766314094788
Q: Is the set \(\{0,1\}^*\) (finite binary sequences) countable?
A: Yes. A possible injection to \(\mathbb{N}\) is to add a "1" at the beginning of each sequence and interpret it in binary.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094845 1 215% 9d 9
nid:1766314094807 c1
field (Körper)
1
lapses
1/4
users
230%
ease
DiskMat
nid:1766314094807 Cloze c1
Cloze answer: field (Körper)
Q: A {{c1::field (Körper)}} is {{c2::a nontrivial commutative ring \(F\) in which every nonzero element is a unit, so \(F^* = F \backslash \{0\}\)}}
A: Example: \(\mathbb{R}\), but not \(\mathbb{Z}\)Non-trivial: {0} is not a field. In particular, 1 = 0 (neutral element of mult. = neutral element of add.) causes trouble.
User Card ID Lapses Ease Interval Reviews
jonas cid:1766314094872 1 230% 9d 8
nid:1766314094832 c1
A partial function \(A \to B\) is a relation from \(A\) to \...
1
lapses
1/4
users
215%
ease
DiskMat
nid:1766314094832 Cloze c1
Q: A partial function \(A \to B\) is a relation from \(A\) to \(B\) such that {{c1::\(\forall a \in A \; \forall b,b' \in B \; (a \mathop{f} b \land a\mathop{f} b' \to b = b')\) (well-defined).}}
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jonas cid:1766314094904 1 215% 5d 8
nid:1766314094873 c1
right inverse element
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DiskMat
nid:1766314094873 Cloze c1
Cloze answer: right inverse element
Q: A {{c1::right inverse element}} of \(a\) in \(\langle S; *, e \rangle\) is {{c2::an element \(b\) such that \(a * b = e\)}}.
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jonas cid:1766314094952 1 230% 14d 6
nid:1766314094875
Lemma about uniqueness of the inverse:
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DiskMat
nid:1766314094875
Q: Lemma about uniqueness of the inverse:
A: Lemma 5.2: In a monoid \(\langle M; *, e \rangle\), if \(a \in M\) has a left inverse and a right inverse, then they are equal. In particular, \(a\) has at most one inverse.Proof: \(L\) left inverse, \(R\) right inverse.\(L = L * e = L * (a * R) \) \(= (L * a) * R = e * R = R\)
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jonas cid:1766314094959 1 230% 23d 8
nid:1766314094876 c3
G1 (associativity)
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DiskMat
nid:1766314094876 Cloze c3
Cloze answer: G1 (associativity)
Q: A {{c1::group}} is an algebra \(\langle G; *, \widehat{\ \ }, e \rangle\) satisfying {{c2::three}} axioms: {{c3::G1 (associativity)}}, {{c4::G2 (neutral element)}}, and {{c5::G3 (inverse elements)}}.
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jonas cid:1766314094962 1 230% 10d 5
nid:1766314094890 c1
right cancellation
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DiskMat
nid:1766314094890 Cloze c1
Cloze answer: right cancellation
Q: In a group, the {{c1::right cancellation}} law states: \(a = b\) {{c2::\(\Leftrightarrow\)}} {{c3::\(ac = bc\)}}.
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jonas cid:1766314094992 1 260% 18d 6
nid:1766314094924
What is the group generated by a, denoted \(\langle a \rangl...
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DiskMat
nid:1766314094924
Q: What is the group generated by a, denoted \(\langle a \rangle\) defined as?
A: For a group \(G\) and \(a \in G\), the group generated by \(a\), denoted \(\langle a \rangle\), is defined as: \[\langle a \rangle \ \overset{\text{def}}{=} \ \{a^n \ | \ n \in \mathbb{Z}\}\] This is a group, the smallest subgroup of \(G\) containing the element \(a\). For finite groups: \(\langle a \rangle = \{e, a, a^2, \dots, a^{\text{ord}(a)-1}\}\).
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jonas cid:1766314095049 1 230% 2d 9
nid:1766314094925 c2
smallest
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DiskMat
nid:1766314094925 Cloze c2
Cloze answer: smallest
Q: The {{c2:: smallest}} subgroup of a group \(G\) containing \(a \in G\) is {{c1:: the group generated by \(a\), \(\langle a \rangle\)}}.
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jonas cid:1766314095051 1 230% 17d 9
nid:1766314094942
For which order is every group cyclic?
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DiskMat
nid:1766314094942
Q: For which order is every group cyclic?
A: If the order of the group is prime, it is cyclic!Every element has order 1 or \(|G|\) (Lagrange). Therefore, it is either the neutral element or a generator of the entire group.
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jonas cid:1766314095076 1 230% 14d 10
nid:1766314094972 c3
greatest \(i\) for which \(a_i \neq 0\)
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DiskMat
nid:1766314094972 Cloze c3
Cloze answer: greatest \(i\) for which \(a_i \neq 0\)
Q: The {{c1::degree of \(a(x)\), denoted \(\deg(a(x))\)}}, is the {{c3::greatest \(i\) for which \(a_i \neq 0\)}}.
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jonas cid:1766314095116 1 230% 14d 7
nid:1766314094978 c2
also is an integral domain
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DiskMat
nid:1766314094978 Cloze c2
Cloze answer: also is an integral domain
Q: If \(D\) is an {{c1::integral domain}}, then \(D[x]\) {{c2::also is an integral domain}}.
A: Lemma 5.22(1)
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jonas cid:1766314095125 1 200% 3d 10
nid:1766314094988
How do you find the GCD of two polynomials?
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DiskMat
nid:1766314094988
Q: How do you find the GCD of two polynomials?
A: To find \(\gcd(a(x), b(x))\): Find a common factor \((x - \alpha)\) using the roots method: Try all possible elements of the field to find roots If \(\alpha\) is a root of both, then \((x - \alpha)\) is a common factor Use division with remainder to reduce to smaller polynomials Repeat the process on the smaller polynomialsAfter they have no roots anymore, try all monic polynomials up to degree d/2 to
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jonas cid:1766314095138 1 230% 18d 7
nid:1766314094992 c1
no roots
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DiskMat
nid:1766314094992 Cloze c1
Cloze answer: no roots
Q: An irreducible polynomial of degree \(\geq 2\) has {{c1:: no roots}}.
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jonas cid:1766314095142 1 230% 7d 10
nid:1766314094995
State Theorem 5.31 about the number of roots a polynomial ca...
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DiskMat
nid:1766314094995
Q: State Theorem 5.31 about the number of roots a polynomial can have.
A: Theorem 5.31: For a field \(F\), a nonzero polynomial \(a(x) \in F[x]\) of degree \(d\) has at most \(d\) roots.
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jonas cid:1766314095145 1 230% 3d 7
nid:1766314095059 c2
 \(a*e = a\) (\(e*a = a\))
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DiskMat
nid:1766314095059 Cloze c2
Cloze answer:  \(a*e = a\) (\(e*a = a\))
Q: A {{c1::right (left) neutral element}} is an element such that for all \(a \in G\), {{c2:: \(a*e = a\) (\(e*a = a\))}}.
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jonas cid:1766314095227 1 215% 3d 7
nid:1766314111367
Is the empty set of vectors linearly dependent or independen...
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LinAlg
nid:1766314111367
Q: Is the empty set of vectors linearly dependent or independent?
A: It is linearly independent by definition, since there is no vector it could be a combination of.
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jonas cid:1766314111367 1 230% 4d 7
nid:1766314111406
What does \(N(A) = \mathbb{R}^n\) mean?
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LinAlg
nid:1766314111406
Q: What does \(N(A) = \mathbb{R}^n\) mean?
A: it means \(A = \boldsymbol{0}\)
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jonas cid:1766314111411 1 230% 3d 5
nid:1766940295633 c1
For any \(i\) and \(k\), if \(t_1, \dots, t_k\) are terms, t...
1
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DiskMat
nid:1766940295633 Cloze c1
Q: For any \(i\) and \(k\), if \(t_1, \dots, t_k\) are terms, then {{c1::\(P_i^{(k)}(t_1, \dots, t_k)\) is a formula}}, called an {{c2::atomic formula}}.
A: A formula in 1st order logic with no logical connectives (like \(\lnot, \land, \lor, \rightarrow \)) and no quantifiers (\(\forall, \exists\))
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jonas cid:1766940295669 1 200% 6d 8
nid:1766940295636 c1
The {{c1::set of statements  \(\mathcal{S}\)}} is {{c2:: a s...
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DiskMat
nid:1766940295636 Cloze c1
Q: The {{c1::set of statements  \(\mathcal{S}\)}} is {{c2:: a subset of the finite bit strings  \(\Sigma^*\)}}.
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jonas cid:1766940295678 1 230% 5d 8
nid:1766940295674 c2
assigns to each formula \(F = (f_1, f_2, \dots, f_k) \in \La...
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DiskMat
nid:1766940295674 Cloze c2
Cloze answer: assigns to each formula \(F = (f_1, f_2, \dots, f_k) \in \Lambda^*\) a subset \({{c1
Q: The {{c3::semantics}} of a logic defines a function {{c1::\(free\)}} which {{c2::assigns to each formula \(F = (f_1, f_2, \dots, f_k) \in \Lambda^*\) a subset \({{c1::free}}(F) \subseteq \{1, \dots, k\}\) of the indices}}.
A: If \(i \in free(F)\), then the symbol is said to occur free in \(F\).
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jonas cid:1766940295752 1 200% 10d 8
nid:1766940295686 c1
closed
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DiskMat
nid:1766940295686 Cloze c1
Cloze answer: closed
Q: A formula is {{c1::closed}} if it {{c2::contains no free variables}}.
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jonas cid:1766940295776 1 230% 10d 9
nid:1766940295694 c1
formal language
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DiskMat
nid:1766940295694 Cloze c1
Cloze answer: formal language
Q: \( L = \{s \ | \ \tau(s) = 1\} \) is a set of strings called a {{c1:: formal language}}. It defines a {{c2:: predicate \(\tau\)}}.
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jonas cid:1766940295788 1 230% 8d 10
nid:1766940295695 c1
For a set \(Z\) of atomic formulas, a {{c1::truth assignment...
1
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DiskMat
nid:1766940295695 Cloze c1
Q: For a set \(Z\) of atomic formulas, a {{c1::truth assignment \(\mathcal{A}\)}} is {{c2::a function \(\mathcal{A}: Z \rightarrow \{0, 1\}\)}}.
A: A truth assignment \(\mathcal{A}\) is suitable for a formula \(F\) if it contains all atomic formulas appearing in \(F\).
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jonas cid:1766940295790 1 230% 9d 9
nid:1766940295714 c1
syntax
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DiskMat
nid:1766940295714 Cloze c1
Cloze answer: syntax
Q: The {{c1::syntax}} of a logic defines {{c2::an alphabet \(\Lambda\) (of allowed symbols)}} and specifies {{c2::which strings in \(\Lambda^*\) are formulas (i.e. syntactically correct)}}.
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jonas cid:1766940295825 1 230% 7d 7
nid:1766940295715
For \(F \vdash_K G\), what is \(F\) called in a calculus?
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DiskMat
nid:1766940295715
Q: For \(F \vdash_K G\), what is \(F\) called in a calculus?
A: The premises or preconditions.
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jonas cid:1766940295826 1 215% 6d 9
nid:1766940295739 c2
A set \(M\) of formulas is {{c1::unsatisfiable}} if and only...
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DiskMat
nid:1766940295739 Cloze c2
Q: A set \(M\) of formulas is {{c1::unsatisfiable}} if and only if {{c2::\(\mathcal{K}(M) \vdash_{Res} \emptyset\)}}.
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jonas cid:1766940295870 1 200% 4d 8
nid:1766940295754
Propositional logic is (in relation to predicate logic):
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DiskMat
nid:1766940295754
Q: Propositional logic is (in relation to predicate logic):
A: embedded into predicate logic as a special case. We extend it by the concept of predicates.Predicates of the form \(P()\) act as propositional symbols.
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jonas cid:1766940295892 1 230% 11d 5
nid:1766940295762 c1
function symbol
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DiskMat
nid:1766940295762 Cloze c1
Cloze answer: function symbol
Q: A {{c1::function symbol}} is of the form {{c2::\(f_i^{(k)}\) with \(i, k \in \mathbb{N}\)}}, where {{c2::\(k\) denotes the number of arguments (the arity) of the function}}.
A: Function symbols for \(k = 0\) are called constants.
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jonas cid:1766940295904 1 230% 6d 7
nid:1766940295780 c1
every true statement has a proof: \(\phi(s, p) = 1 \Longleft...
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DiskMat
nid:1766940295780 Cloze c1
Cloze answer: every true statement has a proof: \(\phi(s, p) = 1 \Longleftarrow \tau(s) = 1\)
Q: A proof system is {{c2::complete}} if {{c1:: every true statement has a proof: \(\phi(s, p) = 1 \Longleftarrow \tau(s) = 1\)}}.
A: Note that the use of  \(\Longleftarrow\) is not the correct formalism.For all \(s \in \mathcal{S}\) with \(\tau(s) = 1\) there exists a \(p \in \mathcal{P}\) such that \(\phi(s, p) = 1\), is the correct formal definition.
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jonas cid:1766940295938 1 230% 7d 6
nid:1766940295793 c1
they are of the same type
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DiskMat
nid:1766940295793 Cloze c1
Cloze answer: they are of the same type
Q: We are allowed to swap quantifier order in a formula if:{{c1:: they are of the same type}}{{c2:: the variables never appear in the same predicate}}
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jonas cid:1766940295958 1 230% 5d 6
nid:1767734963666
What is really important for the prenex form due to the bind...
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DiskMat
nid:1767734963666
Q: What is really important for the prenex form due to the binding of quantifiers?
A: We need to wrap the entire expression in parentheses \(\forall \exists (...)\) otherwise, it's not prenex!
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jonas cid:1767734963666 1 215% 5d 6
nid:1765372936327
Quicksort
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A&D
nid:1765372936327
Q: Quicksort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n^2)\)
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lorenz cid:1765383739474 1 230% 82d 8
nid:1766531635418
Worst case for search in a binary tree?
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nid:1766531635418
Q: Worst case for search in a binary tree?
A: Binary trees are not necessarily balanced, hence it is possible that \(h >> \log_2 n\).Worst case example if inserted in ascending order:
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lorenz cid:1766531635418 1 230% 83d 8
nid:1766580161426
In every connected graph \(G\), when executing Kruskal using...
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A&D
nid:1766580161426
Q: In every connected graph \(G\), when executing Kruskal using Union-Find, the representative repr[u] changes \(O(\dots)\) times:
A: \(O(\log_2 |V|)\), as we always at least double the size of the representative (we merge smaller into bigger, and repr[u] changes if it's the smaller one).
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lorenz cid:1766580161426 1 230% 72d 10
nid:1764867989717 c2
Hamiltonian cycle (Hamiltonkreis)
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A&D
nid:1764867989717 Cloze c2
Cloze answer: Hamiltonian cycle (Hamiltonkreis)
Q: In graph theory, a {{c2::Hamiltonian cycle (Hamiltonkreis)}} is a {{c1::cycle that contains every vertex}}.
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lorenz cid:1764867989719 1 230% 90d 8
nid:1765655148922
Runtime Determine if Hamiltonian path exists?
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nid:1765655148922
Q: Runtime Determine if Hamiltonian path exists?
A: Hamiltonian walk - exponential, we have to brute-force
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lorenz cid:1765655148922 1 230% 87d 8
nid:1766271258597 c1
datastructure
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A&D
nid:1766271258597 Cloze c1
Cloze answer: datastructure
Q: A {{c1:: datastructure}} is the implementation of the wishlist of operations defined in our ADT.
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lorenz cid:1766271258597 1 230% 94d 8
nid:1766531635615 c1
triangle inequality
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A&D
nid:1766531635615 Cloze c1
Cloze answer: triangle inequality
Q: The {{c1::triangle inequality}} in a weighted graph is {{c2::\(d(u, v) \leq d(u, w) + d(w, v)\)}}.
A: This holds, since if the path through \(w\) was actually cheaper, then \(d(u, v)\) would be wrong.Does not hold in graphs with negative cycles.
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lorenz cid:1766531635615 1 230% 84d 10
nid:1764867989867
Pre- and Postordering in BFS:
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A&D
nid:1764867989867
Q: Pre- and Postordering in BFS:
A: Same as with pre-/postordering, we can use enter-/leave-ordering here: enter step at which vertex \(v\) is first encountered.leave step at which vertex \(v\) is dequeued
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lorenz cid:1764867989867 1 230% 89d 8
nid:1765372936339
How does extract_max work for a maxHeap?
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nid:1765372936339
Q: How does extract_max work for a maxHeap?
A: The extract max operation works by taking the root node, the biggest element in the heap by it’s definition and restoring the heap condition.We remove the root and replace it by the element that is most to the right (last element in the array storing the heap).Then we "versickern" this small element, until the heap condition is restored. We swap it with the larger of the child nodes, until it's bigger than both of it's children.&nb
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lorenz cid:1765372936339 1 230% 93d 11
nid:1766531635603
BFS (Breadth First Search)
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users
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A&D
nid:1766531635603
Q: BFS (Breadth First Search)
A: \(O(|V|+|E|)\) (Adjacency List)
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lorenz cid:1766531635603 1 230% 91d 8
nid:1765372936200 c2
O(k^n)
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nid:1765372936200 Cloze c2
Cloze answer: O(k^n)
Q: Choose a tight bound!\({{c1::O(n^k)}} \leq {{c2::O(k^n)}}\)
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lorenz cid:1765372936201 1 230% 102d 9
nid:1766531635503
How can we make Knapsack polynomial using approximation?
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A&D
nid:1766531635503
Q: How can we make Knapsack polynomial using approximation?
A: Round the profits and solve the Knapsack problem for those rounded profits:\(\overline{p_i} := K \cdot \lfloor \frac{p_i}{K} \rfloor\). We then only have to compute every K'th entry of the DP-table.
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lorenz cid:1766531635503 1 230% 94d 10
nid:1766271258634
In what situation is the array the correct underlying datast...
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nid:1766271258634
Q: In what situation is the array the correct underlying datastructure for a list?
A: When we have a fixed upper bound for the size of the list.
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lorenz cid:1766271258635 1 230% 99d 8
nid:1765372936324
Merge Sort
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users
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nid:1765372936324
Q: Merge Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n \log n)\)
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lorenz cid:1765383739470 1 230% 107d 10
nid:1765372936234 c2
Master Theorem: If {{c1:: \(b = \log_2(a)\)}} then {{c2:: \(...
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nid:1765372936234 Cloze c2
Q: Master Theorem: If {{c1:: \(b = \log_2(a)\)}} then {{c2:: \(T(n) \leq O(n^{\log_2 a} \cdot \log n)\)}}.
A: The recursive and non-recursive work is balanced.
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lorenz cid:1765372936234 1 230% 96d 12
nid:1765372936330
Heapsort
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users
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A&D
nid:1765372936330
Q: Heapsort
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lorenz cid:1765383739478 1 230% 103d 11
nid:1766580144028 c1
\(n-x\) components (different values)
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A&D
nid:1766580144028 Cloze c1
Cloze answer: \(n-x\) components (different values)
Q: After adding \(x\) edges to the Union-Find datastructure, the repr array contains {{c1::\(n-x\) components (different values)}}.
A: Each added edge removes one unconnected component.
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lorenz cid:1766580144028 1 230% 93d 11
nid:1766531635474
Subsequence
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users
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A&D
nid:1766531635474
Q: Subsequence
A: Teilfolge
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lorenz cid:1766531635474 1 230% 106d 8
nid:1764867989708 c2
incident (inzident oder anliegend)
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A&D
nid:1764867989708 Cloze c2
Cloze answer: incident (inzident oder anliegend)
Q: In an edge \(e = \{u, v\}\), we call \(u\) {{c1::adjacent (adjazent oder benachbart)}} to \(v\) (and the other way around) and \(e\) {{c2::incident (inzident oder anliegend)}} to \(u, v\). 
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lorenz cid:1764867989709 1 230% 109d 8
nid:1766531635499
What is pseudo-polynomial time?
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A&D
nid:1766531635499
Q: What is pseudo-polynomial time?
A: Runtime dependent on a number \(W\) (like in knapsack) which is not correlated polynomially to input length but exponentially.The DP-table get's 10x for \(W = 10 \rightarrow 100\) but the input size (binary) only grows from \(\log_2(10) \approx 3 \rightarrow \approx 6\) so x2.
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lorenz cid:1766531635500 1 230% 98d 11
nid:1765372936146
Simplify \(\frac{a^{kn}}{b^{k'n}} =\)
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nid:1765372936146
Q: Simplify \(\frac{a^{kn}}{b^{k'n}} =\)
A: \(\frac{e^{\ln(a^{kn})}}{e^{\ln(b^{k'n})}} = e^{kn \cdot \ln(a) - k'n \cdot ln(b)}\)
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lorenz cid:1765372936146 1 230% 119d 12
nid:1765198542351
What is the sum of all natural numbers between 1 and \(n\)?
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nid:1765198542351
Q: What is the sum of all natural numbers between 1 and \(n\)?
A: \(= \frac{n(n+1)}{2}\)
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lorenz cid:1765198542351 1 230% 116d 9
nid:1765372936167 c1
\(f, g\) are differentiable (for sufficiently large \(x\))
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nid:1765372936167 Cloze c1
Cloze answer: \(f, g\) are differentiable (for sufficiently large \(x\))
Q: What are the prerequisites for \(f\) and \(g\) to apply l'Hôpital's?{{c1::\(f, g\) are differentiable (for sufficiently large \(x\))}}{{c2::\(\lim_{x \to \infty} f(x) = \lim_{x \to \infty} g(x) = \infty\) (or both \(= 0\))}}{{c3::\(g'(x
A: Then: \(\lim_{x \to \infty} \frac{f(x)}{g(x)} = \lim_{x \to \infty} \frac{f'(x)}{g'(x)}\)
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lorenz cid:1765372936167 1 230% 101d 12
nid:1766580157417
Can Kruskal's Algorithm be executed in \(O(|E| + |V|\log|V|)...
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nid:1766580157417
Q: Can Kruskal's Algorithm be executed in \(O(|E| + |V|\log|V|)\) time?
A: No, we need to sort the edges which takes at least \(|E| \log |E|\) time.
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lorenz cid:1766580157417 1 230% 108d 11
nid:1766580143726
Floyd-Warshall
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nid:1766580143726
Q: Floyd-Warshall
A: \(O(|V|^3)\)
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lorenz cid:1766580143728 1 230% 104d 11
nid:1764867989631 c2
cycle (Kreis)
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nid:1764867989631 Cloze c2
Cloze answer: cycle (Kreis)
Q: In graph theory, a {{c2::cycle (Kreis)}} is a {{c1::closed walk without repeated vertices}} and {{c1::at least three vertices}}.
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lorenz cid:1764867989631 1 230% 122d 8
nid:1765372936324
Merge Sort
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nid:1765372936324
Q: Merge Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n \log n)\)
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lorenz cid:1765383739472 1 230% 123d 11
nid:1765372936300
What do we have to pay attention to in the I.H. and the I.S....
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nid:1765372936300
Q: What do we have to pay attention to in the I.H. and the I.S. in an induction proof?
A: We should change the variable name from \(n\) to \(k\) (for example) as not to confuse it.
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lorenz cid:1765372936300 1 230% 125d 11
nid:1765198542383
Which functions \(f(n)\) have \(\lim_{n\rightarrow \infty} f...
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nid:1765198542383
Q: Which functions \(f(n)\) have \(\lim_{n\rightarrow \infty} f(n)\) undefined?
A: Typically functions that oscilate as they approach infinity such as \(f(n) = \sin n\) or \(f(n) = (-1)^n\)
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lorenz cid:1765198542383 1 230% 139d 9
nid:1765372936291 c1
{{c1:: \(\sum_{i = 1}^{n} i\log(i)\)::Sum}}  \(\leq\) {{c2::...
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nid:1765372936291 Cloze c1
Q: {{c1:: \(\sum_{i = 1}^{n} i\log(i)\)::Sum}}  \(\leq\) {{c2::\(O(n \log(n))\)::O-notation}} 
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lorenz cid:1765372936292 1 230% 163d 9
nid:1766531635431 c2
The height of a 2-3 Tree for \(n\) keys is {{c1::\(\leq \log...
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nid:1766531635431 Cloze c2
Q: The height of a 2-3 Tree for \(n\) keys is {{c1::\(\leq \log_2(n)\)}} thus \(h={{c2::O(\log(n))::\textbf{O-notation} }}\).
A: Note that for the case \(n = 1\) the root has one leaf with the key.
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lorenz cid:1766531635433 1 230% 154d 9
nid:1765372936244
If  \(T(n) = aT(n/ 2) + Cn^b\), then we get which type of O-...
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nid:1765372936244
Q: If  \(T(n) = aT(n/ 2) + Cn^b\), then we get which type of O-Notation?
A: \(T(n) = \Theta(...)\)
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lorenz cid:1765372936244 1 230% 173d 11
nid:1766531635639
Bellman-Ford optimisation in a DAG?
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nid:1766531635639
Q: Bellman-Ford optimisation in a DAG?
A: In an acyclic graph, topological sorting is already an algorithm that gives us the most-efficient order to calculate the cost in.Because we can be sure that any predecessors already have the correct \(l\)-good bound distance (guaranteed by topo-sort, no backedges), we can simply relax once.Thus we can compute the correct cheapest path in one "relaxation": \(O(|E|)\).Therefore with toposort: \(O(|V| + |E|)\)
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lorenz cid:1766531635639 1 230% 157d 11
nid:1765372936222
What is the form of the recursive equations solved by the Ma...
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nid:1765372936222
Q: What is the form of the recursive equations solved by the Master Theorem?
A: \(T(n) \leq aT(n/2) + Cn^b\)where \(a\), \(C > 0\) and \(b \geq 0\) are constants.
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lorenz cid:1765372936222 1 230% 180d 11
nid:1765372936231 c2
 \(T(n) \leq O(n^b)\)
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nid:1765372936231 Cloze c2
Cloze answer:  \(T(n) \leq O(n^b)\)
Q: Master Theorem: If {{c1:: \(b > \log_2(a)\)}} then {{c2:: \(T(n) \leq O(n^b)\)}}.
A: This is the case for which the work outside the recursion dominates.
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lorenz cid:1765372936232 1 230% 181d 11
nid:1765372936324
Merge Sort
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nid:1765372936324
Q: Merge Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n \log n)\)
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lorenz cid:1765383739471 1 230% 180d 9
nid:1765372936286 c2
\(\log(n!)\)
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nid:1765372936286 Cloze c2
Cloze answer: \(\log(n!)\)
Q: {{c1:: \(\sum_{i = 1}^{n} \log(i)\)::Sum}}  \(=\) {{c2::\(\log(n!)\)}} 
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lorenz cid:1765372936286 1 230% 191d 11
nid:1765372936324
Merge Sort
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nid:1765372936324
Q: Merge Sort
A: Best Case: \(O(n \log n)\)Worst Case: \(O(n \log n)\)
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lorenz cid:1765383739469 1 230% 207d 9
nid:1765372936182 c2
\(g \geq \Omega(f)\)
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nid:1765372936182 Cloze c2
Cloze answer: \(g \geq \Omega(f)\)
Q: {{c2::\(g \geq \Omega(f)\)}} \( \Leftrightarrow\) {{c1::\( f \leq O(g)\)}}
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lorenz cid:1765372936183 1 230% 211d 9
nid:1764867991099 c1
the group generated by \(a\), \(\langle a \rangle\)
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DiskMat
nid:1764867991099 Cloze c1
Cloze answer: the group generated by \(a\), \(\langle a \rangle\)
Q: The {{c2:: smallest}} subgroup of a group \(G\) containing \(a \in G\) is {{c1:: the group generated by \(a\), \(\langle a \rangle\)}}.
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lorenz cid:1764867991099 1 230% 67d 8
nid:1764867991253 c1
degree of \(a(x)\), denoted \(\deg(a(x))\)
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nid:1764867991253 Cloze c1
Cloze answer: degree of \(a(x)\), denoted \(\deg(a(x))\)
Q: The {{c1::degree of \(a(x)\), denoted \(\deg(a(x))\)}}, is the {{c3::greatest \(i\) for which \(a_i \neq 0\)}}.
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lorenz cid:1764867991253 1 230% 67d 8
nid:1766448533167 c2
predicate \(\tau\)
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nid:1766448533167 Cloze c2
Cloze answer: predicate \(\tau\)
Q: \( L = \{s \ | \ \tau(s) = 1\} \) is a set of strings called a {{c1:: formal language}}. It defines a {{c2:: predicate \(\tau\)}}.
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lorenz cid:1766448533168 1 230% 66d 11
nid:1766448533306 c1
The notation {{c1::\(\mathcal{A} \models F\)}} means that {{...
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nid:1766448533306 Cloze c1
Q: The notation {{c1::\(\mathcal{A} \models F\)}} means that {{c2::\(\mathcal{A}\) is a model for \(F\)}}.
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lorenz cid:1766448533306 1 230% 66d 8
nid:1766448533150 c1
efficiently computable
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nid:1766448533150 Cloze c1
Cloze answer: efficiently computable
Q: We require that the proof verification function \(\phi\) is {{c1::efficiently computable}}, otherwise the proof system is not useful.
A: A proof system is useless if verification is infeasible.
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lorenz cid:1766448533150 1 230% 63d 8
nid:1764867991337
Why is a polynomial of degree \(d\) uniquely determined by \...
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nid:1764867991337
Q: Why is a polynomial of degree \(d\) uniquely determined by \(d + 1\) values of \(a(x)\)?
A: This \(a(x)\) is unique since if there was another \(a'(x)\) then \(a(x) - a'(x)\) would have at most degree \(d\) and thus at most \(d\) roots. But since \(a(x) - a'(x)\) has the same \(d + 1\) roots, it's \(0 \implies a(x) = a'(x)\).
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lorenz cid:1764867991337 1 230% 65d 8
nid:1764867990892
What exponentiation operation is valid in modular arithmetic...
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DiskMat
nid:1764867990892
Q: What exponentiation operation is valid in modular arithmetic?
A: This is allowed:\(a \equiv_n b\) and then \(a^x \equiv_n b^x\)But this on the other hand is illegal:\(a \equiv_n b\) and \(c \equiv_n d\) and then doing \(a^c \equiv_n b^d\)
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lorenz cid:1764867990892 1 230% 68d 12
nid:1767648242888
How do we construct a field \(GF(p^q)\)?
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DiskMat
nid:1767648242888
Q: How do we construct a field \(GF(p^q)\)?
A: We take the field \(GF(p)[x]_{m(x)}\) where \(m(x)\) is an irreducible polynomial of degree \(q\).Then \(GF(p)[x]_{m(x)}\) has \({|F|}^q\) polynomials in it, as all of degree less than \(q\) are coprime to \(m(x)\), by definition of irreducible. And this field is isomorphic to \(GF(p^q)\). Example: The field \(GF(2)[x]\) \({x^2 + x + 1}\) is isomorphic to \(GF(2^2 = 4)\). 
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lorenz cid:1767648242888 1 230% 67d 11
nid:1764867990250
If two sets each dominate the other, what can we conclude?
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DiskMat
nid:1764867990250
Q: If two sets each dominate the other, what can we conclude?
A: For sets \(A\) and \(B\): \[A \preceq B \land B \preceq A \quad \Rightarrow \quad A \sim B\] If there's an injection \(f: A \to B\) and an injection \(g: B \to A\), then there's a bijection between \(A\) and \(B\).Bernstein-Schröder Theorem
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lorenz cid:1764867990250 1 230% 74d 9
nid:1766448533015
A ring has the following properties:
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nid:1766448533015
Q: A ring has the following properties:
A: Additive Group:closureassociativityidentityinversecommutativeMultiplicative group:closureassociativityidentitydistributivity
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lorenz cid:1766448533015 1 230% 66d 10
nid:1764867991055 c1
In a group, for \(n \geq 1\), the positive power is defined ...
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DiskMat
nid:1764867991055 Cloze c1
Q: In a group, for \(n \geq 1\), the positive power is defined recursively: {{c1::\(a^n = a \cdot a^{n-1}\)}}.
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lorenz cid:1764867991055 1 230% 74d 8
nid:1764867991429 c2
number of positions at which the string is non-zero
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DiskMat
nid:1764867991429 Cloze c2
Cloze answer: number of positions at which the string is non-zero
Q: The {{c1::Hamming weight}} of a string in a finite alphabet \(\mathcal{A}\) is the {{c2::number of positions at which the string is non-zero}}.
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lorenz cid:1764867991430 1 230% 75d 8
nid:1766448533885 c2
there is a literal \(L\) such that \(L \in K_1\), \(\lnot L ...
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DiskMat
nid:1766448533885 Cloze c2
Cloze answer: there is a literal \(L\) such that \(L \in K_1\), \(\lnot L \in K_2\)
Q: A clause \(K\) is {{c1::resolvent}} of clauses \(K_1\) and \(K_2\) if {{c2::there is a literal \(L\) such that \(L \in K_1\), \(\lnot L \in K_2\)}}.
A:  \[K = (K_1 \setminus \{L\}) \cup (K_2 \setminus \{\lnot L\})\]
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lorenz cid:1766448533886 1 230% 67d 11
nid:1765193120869
What is a zerodivisor and in which structure do they exist?
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nid:1765193120869
Q: What is a zerodivisor and in which structure do they exist?
A: A zerodivisor is an element \(a \neq 0\) in a commutative ring for which there exists a \(b \neq 0\) such that \(ab = 0\).This is commonly encountered for the polynomial rings formed over \(\text{GF}[x]_{m(x)}\) with \(m(x)\) not irreducible (i.e. it's not a field).
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lorenz cid:1765193120869 1 230% 75d 8
nid:1766448533482 c1
axiom \(A\); these axioms
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nid:1766448533482 Cloze c1
Cloze answer: axiom \(A\); these axioms
Q: An {{c1::axiom \(A\)}} is a {{c2::statement taken as true in a theory}}. {{c3::Theorems}} are the statements which {{c4::follow from {{c1::these axioms}} (\(A \models T\))}}.
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lorenz cid:1766448533483 1 230% 72d 8
nid:1764867990867 c1
\(-\infty\)
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nid:1764867990867 Cloze c1
Cloze answer: \(-\infty\)
Q: The degree of the polynomial \(0\) is defined as {{c1::\(-\infty\)}}.  
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lorenz cid:1764867990867 1 230% 78d 8
nid:1764867990874
Reduce \(R_{11}(9^{2024})\)
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DiskMat
nid:1764867990874
Q: Reduce \(R_{11}(9^{2024})\)
A: As \(9^{10} \equiv_{11} 1\) (see Fermat little theorem and 11 prime), we can reduce the exponent modulo 10 (see Lagrange's theorem in chapter 5). Thus \(R_{11}(9^{2024}) = R_{11}(9^{4}) = R_{11}(-2^{4}) = 5\).For this to work however, we need the number and the order of the group (modulo remainder) to be coprime, i.e. \(\gcd(9, 11) = 1\).If the modulus itself is prime then it always works and the order of the element can be used to reduce the exponent
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lorenz cid:1764867990874 1 230% 80d 8
nid:1766448533987 c2
atomic formula
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nid:1766448533987 Cloze c2
Cloze answer: atomic formula
Q: For any \(i\) and \(k\), if \(t_1, \dots, t_k\) are terms, then {{c1::\(P_i^{(k)}(t_1, \dots, t_k)\) is a formula}}, called an {{c2::atomic formula}}.
A: A formula in 1st order logic with no logical connectives (like \(\lnot, \land, \lor, \rightarrow \)) and no quantifiers (\(\forall, \exists\))
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lorenz cid:1766448533988 1 230% 71d 11
nid:1764867990075
How is composition of relations represented in matrix and gr...
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nid:1764867990075
Q: How is composition of relations represented in matrix and graph form?
A: Matrix: Matrix multiplication Graph: Natural composition - there's a path from \(a\) to \(c\) if there's a path \(a \to b\) in graph 1 and \(b \to c\) in graph 2
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lorenz cid:1764867990075 1 230% 71d 12
nid:1764867991290
What is the GCD in a polynomial field?
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nid:1764867991290
Q: What is the GCD in a polynomial field?
A: The monic polynomial \(g(x)\) of largest degree such that \(g(x) \ | \ a(x)\) and \(g(x) \ | \ b(x)\) is called the greatest common divisor of \(a(x)\) and \(b(x)\), denoted \(\gcd(a(x), b(x))\).
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lorenz cid:1764867991290 1 230% 79d 8
nid:1764867991451 c2
at least \(n - k + 1\) positions
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nid:1764867991451 Cloze c2
Cloze answer: at least \(n - k + 1\) positions
Q: Two codewords in a polynomial code with degree \(k-1\) cannot agree at {{c1:: \(k\) positions (else they'd be equal)}}, so they disagree in {{c2:: at least \(n - k + 1\) positions}}.
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lorenz cid:1764867991452 1 230% 80d 8
nid:1764867990269 c3
\(A^*\) (finite sequences) is countable
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nid:1764867990269 Cloze c3
Cloze answer: \(A^*\) (finite sequences) is countable
Q: Which operations preserve countability?Let \(A\) and \(A_i\) for \(i \in \mathbb{N}\) be countable sets. Then: {{c1::\(A^n\) (\(n\)-tuples) is countable }}{{c2::\(\bigcup_{i\in \mathbb{N} } A_i\) (countable union) is countabl
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lorenz cid:1766229398360 1 230% 83d 11
nid:1764867991079 c2
order of \(G\)
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nid:1764867991079 Cloze c2
Cloze answer: order of \(G\)
Q: For a finite group \(G\), {{c1::\(|G|\)}} is called the {{c2::order of \(G\)}}.
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lorenz cid:1764867991079 1 230% 85d 8
nid:1764867990795 c1
A function \(f:\mathbb{N}\to\{0,1\}\) is called computable i...
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nid:1764867990795 Cloze c1
Q: A function \(f:\mathbb{N}\to\{0,1\}\) is called computable if {{c1::there is a computer program that, for every \(n\in\mathbb{N}\), when given \(n\) as input, outputs \(f(n)\).}}
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lorenz cid:1764867990795 1 230% 90d 11
nid:1764867991005
Give an example of a group homomorphism involving the logari...
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DiskMat
nid:1764867991005
Q: Give an example of a group homomorphism involving the logarithm function.
A: The logarithm function is a group homomorphism from \(\langle \mathbb{R}^{>0}; \cdot \rangle\) to \(\langle \mathbb{R}; + \rangle\) because: \[\log(a \cdot b) = \log a + \log b\] It's also an isomorphism because the logarithm is bijective on positive reals.
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lorenz cid:1764867991005 1 230% 87d 8
nid:1764867990443 c2
 \(a \equiv_m b \Longleftrightarrow R_m(a) = R_m(b)\) (congr...
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DiskMat
nid:1764867990443 Cloze c2
Cloze answer:  \(a \equiv_m b \Longleftrightarrow R_m(a) = R_m(b)\) (congruence iff same remainder)
Q: What are the two key properties of the remainder function \(R_m\)? (Lemma 4.16)(i) {{c1:: \(a \equiv_m R_m(a)\) (the remainder represents the equivalence class)}}(ii) {{c2:: \(a \equiv_m b \Longleftrightarrow R_m(a) = R_m(b)\) (congru
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lorenz cid:1766229398882 1 230% 92d 8
nid:1764867991186
Why do we need \(\mathbb{Z}_m^*\) for multiplication, rather...
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nid:1764867991186
Q: Why do we need \(\mathbb{Z}_m^*\) for multiplication, rather than just using \(\mathbb{Z}_m\)?
A: \(\mathbb{Z}_m\) (with \(\oplus\)) is not a group with respect to multiplication modulo \(m\) because elements that are not coprime to \(m\) don't have a multiplicative inverse. For example, in \(\mathbb{Z}_6\), the element \(2\) has no multiplicative inverse because \(\gcd(2, 6) = 2 \neq 1\). Thus we need \(\mathbb{Z}_m^*\) (elements coprime to \(m\)) to form a group with \(\odot\) (multiplication mod \(m\)).
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lorenz cid:1764867991186 1 230% 91d 8
nid:1767535579762 c1
We can solve \(R_a(b^c)\) by using the fact that {{c1:: \(R_...
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DiskMat
nid:1767535579762 Cloze c1
Q: We can solve \(R_a(b^c)\) by using the fact that {{c1:: \(R_a(b^c) = R_a(b^{R_{\varphi(a)}(c)})\)}} if \(a, b\) coprime.
A: Note that we can't simply reduce by \(a\)!
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lorenz cid:1767535579762 1 230% 90d 8
nid:1764867991067 c2
If {{c2:: the order \(\text{ord}(a)\) of \(a \in G\) is 2}},...
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DiskMat
nid:1764867991067 Cloze c2
Q: If {{c2:: the order \(\text{ord}(a)\) of \(a \in G\) is 2}}, {{c1:: a is it's own self-inverse}}.
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lorenz cid:1764867991068 1 230% 92d 8
nid:1765655179118 c2
cyclic for every \(n\)
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nid:1765655179118 Cloze c2
Cloze answer: cyclic for every \(n\)
Q: The group \(\langle \mathbb{Z}_n; \oplus \rangle\) is {{c2::cyclic for every \(n\)}}, where {{c3:: 1}} is always a generator.
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lorenz cid:1765655179118 1 230% 94d 8
nid:1766448533677 c1
The semantics of propositional logic are defined as:{{c1::\(...
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nid:1766448533677 Cloze c1
Q: The semantics of propositional logic are defined as:{{c1::\(\mathcal{A}(F) = \mathcal{A}(A_i)\) for any atomic formula \(A_i\)}}for \(\land, \lor, \lnot\) the semantics are identical to before.
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lorenz cid:1766448533677 1 230% 86d 11
nid:1764867991454
What is the left cancellation law in a group?
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nid:1764867991454
Q: What is the left cancellation law in a group?
A: Left cancellation law: \(a * b = a * c \ \implies \ b = c\)
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lorenz cid:1764867991454 1 230% 90d 12
nid:1764867991020 c2
neutral element; nullspace
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nid:1764867991020 Cloze c2
Cloze answer: neutral element; nullspace
Q: For a homomorphism \(h: G \rightarrow H\), the {{c1::kernel \(\ker(h)\)}} is the set of all elements mapped to the {{c2::neutral element}} (essentially the {{c2::nullspace}}).
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lorenz cid:1764867991020 1 230% 94d 11
nid:1766448533765
For CNF construction, how do you form literals from a row in...
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DiskMat
nid:1766448533765
Q: For CNF construction, how do you form literals from a row in the truth table?
A: - If \(A_i = 0\) in the row, take \(A_i\)- If \(A_i = 1\) in the row, take \(\lnot A_i\)
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lorenz cid:1766448533765 1 230% 87d 11
nid:1764867990962 c1
left inverse
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nid:1764867990962 Cloze c1
Cloze answer: left inverse
Q: A function \(f: A \rightarrow B\) has a {{c1::left inverse}} if and only if \(f\) is {{c2::injective}} (not in script).
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lorenz cid:1764867990962 1 230% 85d 10
nid:1764867990755 c1
the truth value depends on the interpretation of the symbols
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DiskMat
nid:1764867990755 Cloze c1
Cloze answer: the truth value depends on the interpretation of the symbols
Q: A logical formula is generally not a mathematical statement, because {{c1::the truth value depends on the interpretation of the symbols}}.
A: (so we can't prove/disprove it)
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nid:1764867990887
How many divisors does \(n\) expressed as a factor of prime ...
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DiskMat
nid:1764867990887
Q: How many divisors does \(n\) expressed as a factor of prime numbers \(n = \prod_{i = 1}^m p_i^{e_i}\) have?
A: \(n\) has  \(\# _ {\text{div}(n)} = \prod_{i = 1}^m (e_i + 1)\) divisors.
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lorenz cid:1764867990887 1 230% 90d 12
nid:1764867990296
Why is \((\mathbb{N}; |)\) NOT totally ordered?
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DiskMat
nid:1764867990296
Q: Why is \((\mathbb{N}; |)\) NOT totally ordered?
A: Because \(2 \nmid 3\) and \(3 \nmid 2\) (they are incomparable).
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lorenz cid:1764867990296 1 230% 103d 9
nid:1766448533830 c1
empty set \(\emptyset\)
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DiskMat
nid:1766448533830 Cloze c1
Cloze answer: empty set \(\emptyset\)
Q: The {{c1::empty set \(\emptyset\)}} is a {{c2::clause}}.
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lorenz cid:1766448533831 1 230% 94d 11
nid:1764867990475
What does "unique up to order" mean in the Fundamental Theor...
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DiskMat
nid:1764867990475
Q: What does "unique up to order" mean in the Fundamental Theorem of Arithmetic?
A: Every integer has exactly one prime factorization if we don't care about the order of factors. For example, \(12 = 2^2 \cdot 3 = 3 \cdot 2 \cdot 2 = 2 \cdot 3 \cdot 2\) are all the same factorization, just written differently.
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lorenz cid:1764867990475 1 230% 98d 9
nid:1764867990348
Which of the following are countable: \(\mathbb{N}\), \(\mat...
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nid:1764867990348
Q: Which of the following are countable: \(\mathbb{N}\), \(\mathbb{Z}\), \(\mathbb{Q}\), \(\mathbb{R}\), \(\{0,1\}^*\), \(\{0,1\}^{\infty}\)?
A: Countable: \(\mathbb{N}\), \(\mathbb{Z}\), \(\mathbb{Q}\), \(\{0,1\}^*\) Uncountable: \(\mathbb{R}\), \(\{0,1\}^{\infty}\)
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lorenz cid:1764867990348 1 230% 102d 9
nid:1767291036660 c2
Associativity
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DiskMat
nid:1767291036660 Cloze c2
Cloze answer: Associativity
Q: An abelian group has the following properties:{{c1::Closure}}{{c2::Associativity}}{{c3::Identity}}{{c4::Inverse}}{{c5::Commutativity}}
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lorenz cid:1767291036662 1 230% 99d 12
nid:1764867990542 c2
 Prove that \( T \) is false.
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nid:1764867990542 Cloze c2
Cloze answer:  Prove that \( T \) is false.
Q: Proof method: Proof by Contradiction1. {{c1:: Find a suitable statement \( T\).}}2. {{c2:: Prove that \( T \) is false.}}3. {{c3:: Assume that \( S \) is false and prove that \( T \) is true (-> contradiction).}}
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lorenz cid:1766229399206 1 230% 118d 9
nid:1766920111886 c1
\(|a|\)
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DiskMat
nid:1766920111886 Cloze c1
Cloze answer: \(|a|\)
Q: \(\gcd(a, 0) = \) {{c1::\(|a|\)}}
A: This is why \(0\) isn't in \(Z_m^* \) and \(F[x]^*_{m(x)}\).
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lorenz cid:1766920111887 1 230% 101d 12
nid:1764867989950
What is the logical principle behind case distinction?
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nid:1764867989950
Q: What is the logical principle behind case distinction?
A: For every \(k\) we have: \[(A_1 \lor \dots \lor A_k) \land (A_1 \rightarrow B) \land \dots \land (A_k \rightarrow B) \models B\] (If at least one case occurs, and all cases imply \(B\), then \(B\) holds)
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lorenz cid:1764867989950 1 230% 114d 9
nid:1764867990164
When is the lexicographic order on \(A \times B\) totally or...
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DiskMat
nid:1764867990164
Q: When is the lexicographic order on \(A \times B\) totally ordered?
A: When both \((A; \preceq)\) and \((B; \sqsubseteq)\) are totally ordered.
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lorenz cid:1764867990164 1 230% 103d 9
nid:1767534763076
Uncountability Proof by Complement (with example \([0,1] \se...
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DiskMat
nid:1767534763076
Q: Uncountability Proof by Complement (with example \([0,1] \setminus \mathbb{Q}\)):
A: Find \(B\) uncountable such that \(A \subseteq B\). Show that \(B \backslash A\) countable which proves that \(A\) uncountable. You have to prove this implication in the exam: Assume \(A\) is countable towards contradiction. We have shown that \(B \ \backslash \ A\) is countable. Thus \(A \cup (B \ \backslash \ A)\) also countable (Theorem 3.22: Union of countable is countable). But \(A \cup
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lorenz cid:1767534763076 1 230% 106d 12
nid:1764867990259
Is \(\mathbb{N} \times \mathbb{N}\) countable?
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DiskMat
nid:1764867990259
Q: Is \(\mathbb{N} \times \mathbb{N}\) countable?
A: Yes, the set \(\mathbb{N} \times \mathbb{N}\) (= \(\mathbb{N}^2\)) of ordered pairs of natural numbers is countable.
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lorenz cid:1764867990259 1 230% 108d 9
nid:1764867989903
What is \(\lnot \forall x P(x)\) equivalent to?
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DiskMat
nid:1764867989903
Q: What is \(\lnot \forall x P(x)\) equivalent to?
A: \(\lnot \forall x P(x) \equiv \exists x \lnot P(x)\)
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lorenz cid:1764867989903 1 230% 133d 9
nid:1768521665087 c1
not
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nid:1768521665087 Cloze c1
Cloze answer: not
Q: \(0\) is {{c1::not}} in \(A^*\) where {{c2::\(A\) is a multiplicative algebra like \(\mathbb{Z}_{25}\)}}. Justification Included
A: \(\gcd(0, n) = n\) and not \(1\)!
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lorenz cid:1768521665088 1 230% 117d 12
nid:1764867991416 c1
The set \(\mathcal{C} = {{c1::\text{Im}(E)}}\) is called the...
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DiskMat
nid:1764867991416 Cloze c1
Q: The set \(\mathcal{C} = {{c1::\text{Im}(E)}}\) is called the {{c2::set of codewords}}.
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lorenz cid:1764867991417 1 230% 131d 9
nid:1764867991229
What is the characteristic of \(\mathbb{Z}_m\)?
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DiskMat
nid:1764867991229
Q: What is the characteristic of \(\mathbb{Z}_m\)?
A: The characteristic of \(\mathbb{Z}_m\) is \(m\). Explanation: The characteristic is the order of \(1\) in the additive group. In \(\mathbb{Z}_m\), adding \(1\) to itself \(m\) times gives: \[\underbrace{1 + 1 + \cdots + 1}_{m \text{ times}} = m \equiv_m 0\] So \(\text{ord}(1) = m\).
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lorenz cid:1764867991229 1 230% 136d 9
nid:1764867991382
When does an element of \(F[x]_{m(x)}\) have an inverse?
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nid:1764867991382
Q: When does an element of \(F[x]_{m(x)}\) have an inverse?
A: Lemma 5.36: The congruence equation \[a(x)b(x) \equiv_{m(x)} 1\] for a given \(a(x)\) has a solution \(b(x) \in F[x]_{m(x)}\) if and only if \(\gcd(a(x), m(x)) = 1\). The solution is unique. In other words: \[ F[x]_{m(x)}^* = \{a(x) \in F[x]_{m(x)} \ | \ \gcd(a(x), m(x)) = 1\} \] This is analogous to \(\mathbb{Z}_m^*\).
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lorenz cid:1764867991382 1 230% 134d 9
nid:1764867990569 c2
an inverse relation
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nid:1764867990569 Cloze c2
Cloze answer: an inverse relation
Q: The definition of {{c2::an inverse relation}} is \( a \ \rho \ b \iff{{c1:: b \ \hat{\rho} \ a}}\).
A: Example: Inverse of parent relation is childhood relation. Also written as \( \rho^{-1}\).
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lorenz cid:1764867990569 1 230% 157d 9
nid:1764867991373
What are the equivalence classes modulo \(m(x)\) in a polyno...
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nid:1764867991373
Q: What are the equivalence classes modulo \(m(x)\) in a polynomial field?
A: Lemma 5.33: Congruence modulo \(m(x)\) is an equivalence relation on \(F[x]\), and each equivalence class has a unique representation of degree less than \(\deg(m(x))\).
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lorenz cid:1764867991373 1 230% 139d 9
nid:1764867991413 c1
codeword
1
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nid:1764867991413 Cloze c1
Cloze answer: codeword
Q: The {{c2::output \((c_0, \dots, c_{n-1})\)}} of an encoding function is called a {{c1::codeword}}.
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lorenz cid:1764867991414 1 230% 141d 9
nid:1764867990311 c1
For \(f: \mathbb{R} \to \mathbb{R}\) with \(f(x) = x^2\), wh...
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DiskMat
nid:1764867990311 Cloze c1
Q: For \(f: \mathbb{R} \to \mathbb{R}\) with \(f(x) = x^2\), what are: 1. Range: {{c1::\(\mathbb{R}^{\geq 0}\) (non-negative reals)}}2. Preimage of \([4, 9]\): {{c2::\([-3, -2] \cup [2, 3]\)}}
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lorenz cid:1764867990311 1 230% 159d 9
nid:1764867991315
\(\alpha \in F\) is a root of \(a(x)\) if and only if:
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nid:1764867991315
Q: \(\alpha \in F\) is a root of \(a(x)\) if and only if:
A: \((x - \alpha)\) divides \(a(x)\). Corollary: An irreducible polynomial of degree \(\geq 2\) has no roots.
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lorenz cid:1764867991315 1 230% 149d 9
nid:1766448533127 c1
A proof system \(\Pi\) is {{c1:: a quadruple \(\Pi = (\mathc...
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nid:1766448533127 Cloze c1
Q: A proof system \(\Pi\) is {{c1:: a quadruple \(\Pi = (\mathcal{S, P}, \tau, \phi)\)}}.
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lorenz cid:1766448533127 1 230% 146d 9
nid:1764867990323
What is the principle behind the proof step of composing imp...
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DiskMat
nid:1764867990323
Q: What is the principle behind the proof step of composing implications?
A: If \(S \Rightarrow T\) and \(T \Rightarrow U\) are both true, then \(S \Rightarrow U\) is also true (transitivity of implication).
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lorenz cid:1764867990323 1 230% 156d 9
nid:1766448532960 c3
In a finite group the function \(x \rightarrow x^e\) is {{c1...
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nid:1766448532960 Cloze c3
Q: In a finite group the function \(x \rightarrow x^e\) is {{c1:: a bijection}} if {{c2::\(e\) coprime to \(|G|\)}}.For \(x^e = y\), the inverse of \(y\) is {{c3:: the unique \(e\)-th root \(x = y^d\), with \(de \equiv_{|G|} 1\)}}.
A: Proof:We have \(ed = k \cdot |G| + 1\) for some \(k\). Thus, for any \(x \in G\) we have\[(x^e)^d = x^{ed} = x^{k \cdot |G| + 1} = \underbrace{(x^{|G|})^k}_{=1} \cdot x = x\]which means that the function \(y \mapsto y^d\) is the inverse function of the function \(x \mapsto x^e\) (which is hence a bijection). The under-braced term is equal to 1 because the order of \(x\) must divide the order of \(G\) (Lagrange).
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lorenz cid:1766448532961 1 230% 149d 9
nid:1768263609578 c1
Primitives - instanceof only works with reference types
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EProg
nid:1768263609578 Cloze c1
Cloze answer: Primitives - instanceof only works with reference types
Q: The cases where instanceof causes a compile error:{{c1::Primitives - instanceof only works with reference types}}{{c2::Generics - type erasure means List<String> becomes just List at runtime, so the check is impossible    t instanceof List<Str
A: However:Animal a = getanimal() could get a Dog which might implement List thus a instanceof List is not a compile error.
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lorenz cid:1768263609578 1 230% 67d 10
nid:1765655188119 c1
Terminal; Literal
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nid:1765655188119 Cloze c1
Cloze answer: Terminal; Literal
Q: Ein Symbol (auf der RHS) wie z.B. 1, a, A in EBNF wird {{c1::Terminal}} oder auch {{c1::Literal}} gennant.
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lorenz cid:1765655188119 1 230% 91d 12
nid:1767918757948
What does  5 % 0 produce in Java?
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nid:1767918757948
Q: What does  5 % 0 produce in Java?
A: Runtime error, division by 0
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lorenz cid:1767918757949 1 230% 89d 11
nid:1769307700300 c1
false
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nid:1769307700300 Cloze c1
Cloze answer: false
Q: The weakest precondition for an empty program with postcondition false is {{c1::false}}.
A: As only false implies false.
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lorenz cid:1769307700300 1 230% 95d 10
nid:1768263609443
instanceof can result in a Compile-/Runtime-/No error?
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nid:1768263609443
Q: instanceof can result in a Compile-/Runtime-/No error?
A: instanceof never throws an exception, just compile errors.
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lorenz cid:1768263609443 1 230% 98d 11
nid:1765655188156
Which of the following is (or are) NOT a Java keyword? - vol...
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nid:1765655188156
Q: Which of the following is (or are) NOT a Java keyword? - volatile- mod- strictfp- loop- transient- do- use
A: loop, use and mod
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lorenz cid:1765655188156 1 230% 126d 12
nid:1765655188125 c1
last
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nid:1765655188125 Cloze c1
Cloze answer: last
Q: The convention for EBNF is that the rule being considered is written {{c1::last}}.
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lorenz cid:1765655188125 1 230% 145d 11
nid:1765655188143 c2
repetition (Wiederholung)
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nid:1765655188143 Cloze c2
Cloze answer: repetition (Wiederholung)
Q: Not every EBNF language (Sprache) can be described just with{{c2:: repetition (Wiederholung)}}.
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lorenz cid:1765655188144 1 230% 141d 9
nid:1767918757856
5 == 5 || String.yourStupidAss() evaluates to ???
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nid:1767918757856
Q: 5 == 5 || String.yourStupidAss() evaluates to ???
A: Compile Error, even if it shortcircuits.
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lorenz cid:1767918757857 1 230% 157d 8
nid:1765655188137 c1
ihre Sprachen gleich sind.
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nid:1765655188137 Cloze c1
Cloze answer: ihre Sprachen gleich sind.
Q: Zwei EBNF-Beschreibungen sind äquivalent falls {{c1:: ihre Sprachen gleich sind.}}
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lorenz cid:1765655188137 1 230% 173d 9
nid:1768182517703
How do we find the inverse of \(A\) using Gauss-Jordan?
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LinAlg
nid:1768182517703
Q: How do we find the inverse of \(A\) using Gauss-Jordan?
A: We do \(\text{RREF}(A, I)\) which gives us \((R, j_1, \dots, j_r, M)\) where in the case that \(A\) is invertible:\(R\) is \(I\) and \(r = n\)\(M = A^{-1}\)
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lorenz cid:1768182517703 1 230% 66d 10
nid:1768608741184 c1
the vectors \(v \neq 0\), \(v \in N(A - \lambda_i I)\), in t...
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LinAlg
nid:1768608741184 Cloze c1
Cloze answer: the vectors \(v \neq 0\), \(v \in N(A - \lambda_i I)\), in the nullspace
Q: All the eigenvectors for \(\lambda_i\) are {{c1::the vectors \(v \neq 0\), \(v \in N(A - \lambda_i I)\), in the nullspace::subspace}}.
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lorenz cid:1768608741184 1 230% 65d 10
nid:1767105283735
What can we use to speed up long matrix multiplications, for...
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LinAlg
nid:1767105283735
Q: What can we use to speed up long matrix multiplications, for example \(w^\intercal (vw^\intercal) v\)?
A: We can use associativity: \(w^\intercal (vw^\intercal) v = (w^\intercal v)(w^\intercal v)\).
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lorenz cid:1767105283735 1 230% 79d 8
nid:1768425682248 c1
multiplicative
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LinAlg
nid:1768425682248 Cloze c1
Cloze answer: multiplicative
Q: The sign of a permutation is {{c1::multiplicative::property}}: \(\text{sgn}(\sigma \circ \lambda) = {{c1:: \text{sgn}(\sigma) \cdot \text{sgn}(\lambda)}}\).
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lorenz cid:1768425682248 1 230% 67d 10
nid:1768608739489 c1
the same
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LinAlg
nid:1768608739489 Cloze c1
Cloze answer: the same
Q: The eigenvectors of \(A^{-1}\) are {{c1::the same}} as those of \(A\).
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lorenz cid:1768608739489 1 230% 67d 10
nid:1768944603654
How to recover a matrix \(A\) from it's eigenvectors and eig...
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LinAlg
nid:1768944603654
Q: How to recover a matrix \(A\) from it's eigenvectors and eigenvalues (complete set)?
A: \(V\) the matrix with the eigenvectors of \(A\), orthogonal. Then we know \(AV = VD\) (\(Av_i = \lambda_i v_i\) in matrix form), with \(D = \Lambda\) the matrix with the eigenvalues on the diagonal.Thus \(AVV^\top = VDV^\top \implies A = VDV^\top\) .
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lorenz cid:1768944603654 1 230% 69d 10
nid:1768263610143
How do we get the \(QR\) decomposition for \(A\) with linear...
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nid:1768263610143
Q: How do we get the \(QR\) decomposition for \(A\) with linearly independent columns?
A: \(Q\) is the result of Gram-Schmidt on \(A\)\(R = Q^\top A\)
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lorenz cid:1768263610143 1 230% 74d 11
nid:1768182517756 c1
For \(A\) a matrix and \(M\) an invertible matrix:\(C(A) = \...
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nid:1768182517756 Cloze c1
Q: For \(A\) a matrix and \(M\) an invertible matrix:\(C(A) = \) {{c1::Not equal to \(\textbf{C}(MA)\), the column space changes!}}
A: \(\begin{bmatrix} 1 & 2 \\ 2 & 4 \end{bmatrix}\) after RREF is \(\begin{bmatrix} 1 & 2 \\ 0 & 0 \end{bmatrix}\) which spans a completely different line.
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lorenz cid:1768182517756 1 230% 80d 10
nid:1768944603346 c2
 \(v_1, \dots, v_n\) are an orthonormal basis of eigenvector...
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LinAlg
nid:1768944603346 Cloze c2
Cloze answer:  \(v_1, \dots, v_n\) are an orthonormal basis of eigenvectors (the \(V\) in diagonalisation) and \(\lambda_1, \dots, \lambda_n\) the associated eigenvectors
Q: We can write \(A\) as the sum of {{c1::rank \(1\) matrices}}: \[A = {{c2::\sum_{k = 1}^n \lambda_i v_i v_i^\top}}\]where {{c2:: \(v_1, \dots, v_n\) are an orthonormal basis of eigenvectors (the \(V\) in diagonalisation) and \(\lambda_1, \dots, \lambd
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lorenz cid:1768944603347 1 230% 72d 12
nid:1768608740128 c1
\(A,B\) share an EV
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nid:1768608740128 Cloze c1
Cloze answer: \(A,B\) share an EV
Q: If \(AB = BA\), then {{c1::\(A,B\) share an EV::EVs of A, B}}.
A: Assume \(AB = BA\).If \(\lambda, v\) an EW-EV pair of \(A\) then \(A(Bv) = (AB)v = B(Av) = \lambda Bv\) thus \(Bv\) is an eigenvector of \(A\).Then \(Bv\) is a multiple of some \(v\) of that EW \(\lambda\) (easiest to see for \(A\) complete set of real EVs) \(\implies\) \(Bv = \lambda'v\) thus that \(v\) is also an EV of \(B\).
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lorenz cid:1768608740128 1 230% 83d 10
nid:1768944601791 c1
 \(n - \dim(N(A))\) so it's \(n\) minus the geometric multip...
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LinAlg
nid:1768944601791 Cloze c1
Cloze answer:  \(n - \dim(N(A))\) so it's \(n\) minus the geometric multiplicity of \(\lambda = 0\) 
Q: \(A \in \mathbb{R}^{n \times n}\) arbitrary non-symmetric has rank {{c1:: \(n - \dim(N(A))\) so it's \(n\) minus the geometric multiplicity of \(\lambda = 0\) ::in terms of multiplicities}}.
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lorenz cid:1768944601791 1 230% 80d 10
nid:1768944602558 c1
all its eigenvalues are real and the geometric multiplicitie...
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LinAlg
nid:1768944602558 Cloze c1
Cloze answer: all its eigenvalues are real and the geometric multiplicities are the same as the algebraic multiplicities of all it's eigenvalues
Q: A matrix has a complete set of real eigenvectors if {{c1::all its eigenvalues are real and the geometric multiplicities are the same as the algebraic multiplicities of all it's eigenvalues::in terms of multiplicities}}.
A: Example \(I\) has eigenvalue \(1\) with geometric multiplicity \(n\) (\(\dim(N(I - 1 \cdot I)) = n\)) and algebraic multiplicity \(n\) (As the characteristic polynomial of \(I\), \(P(z) = (z - 1)(z - 1) \dots (z - 1)\) with that repeated \(n\) times).
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lorenz cid:1768944602558 1 230% 85d 10
nid:1764867991528
The Cauchy-Schwarz Inequality tells us that for \(\textbf{v}...
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LinAlg
nid:1764867991528
Q: The Cauchy-Schwarz Inequality tells us that for \(\textbf{v}, \textbf{w} \in \mathbb{R}^m\)
A: \(|\textbf{v} \cdot \textbf{w}| \leq ||\textbf{v}|| \ ||\textbf{w}||\).This equality holds exactly if one vector is the scalar multiple of the other.This essentially means that: the length of the projecton of v onto w is smaller than the both of their lengths multiplied.This explains the equality part: if they are already aligned, their projection doesn't lose any length...
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lorenz cid:1764867991528 1 230% 105d 11
nid:1768944603219 c1
a real eigenvalue \(\lambda\)
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LinAlg
nid:1768944603219 Cloze c1
Cloze answer: a real eigenvalue \(\lambda\)
Q: Every symmetric matrix \(A \in \mathbb{R}^{n \times n}\) has {{c1::a real eigenvalue \(\lambda\)::existence}}.
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lorenz cid:1768944603219 1 230% 87d 10
nid:1768182518317 c1
linearly independent columns; \(MA\) has linearly independen...
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LinAlg
nid:1768182518317 Cloze c1
Cloze answer: linearly independent columns; \(MA\) has linearly independent colums
Q: For \(A\) a matrix and \(M\) an invertible matrix:\(A\) has {{c1::linearly independent columns}} if and only if {{c1::\(MA\) has linearly independent colums}}.
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lorenz cid:1768182518317 1 230% 87d 10
nid:1768263610700 c1
x_1 + N(A) ;  \(x_1 \in R(A)\) is unique such that \(Ax_1 = ...
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nid:1768263610700 Cloze c1
Cloze answer: x_1 + N(A) ;  \(x_1 \in R(A)\) is unique such that \(Ax_1 = b\)
Q: Suppose that \(\{x \in \mathbb{R}^n \ | \ Ax = b \} \not = \emptyset\). Then \[ \{x \in \mathbb{R}^n \ | \ Ax = b \} = {{c1::x_1 + N(A) }}\] where {{c1:: \(x_1 \in R(A)\) is unique such that \(Ax_1 = b\)}}.
A: This means that if there's more than one solution to the system (i.e. the nullspace is not \(= \{0\}\)), then the set of all solutions is a specific solution + the entire nullspace.
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lorenz cid:1768263610700 1 230% 94d 8
nid:1768182517631 c2
there is only one \(0\)
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LinAlg
nid:1768182517631 Cloze c2
Cloze answer: there is only one \(0\)
Q: In a vector space \(V\) three important properties hold:{{c1::\(0v = 0\) for all \(v\)}}{{c2:: there is only one \(0\)}}{{c3:: one unique inverse \(-v\) for all \(v\)}}
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lorenz cid:1768182517633 1 230% 95d 8
nid:1768608741058 c1
\(\frac{1}{z} = {{c1:: \frac{\overline{z} }{|z|^2} :: \text{...
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LinAlg
nid:1768608741058 Cloze c1
Q: \(\frac{1}{z} = {{c1:: \frac{\overline{z} }{|z|^2} :: \text{in terms of z} }}\)
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lorenz cid:1768608741058 1 230% 90d 13
nid:1768944603363 c2
Given \(n\) vectors \(v_1, \dots, v_n \in \mathbb{R}^n\) we ...
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nid:1768944603363 Cloze c2
Q: Given \(n\) vectors \(v_1, \dots, v_n \in \mathbb{R}^n\) we call their {{c1::Gram matrix}} the {{c2::\(n \times n\) matrix of inner products  \(G_{ij} = v_i^\top v_j\)}}.
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lorenz cid:1768944603364 1 230% 87d 10
nid:1768944601064
Proof that the Rayleigh Quotient has it's maximum and minimu...
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LinAlg
nid:1768944601064
Q: Proof that the Rayleigh Quotient has it's maximum and minimum at the largest/smallest EWs?
A: It is easy to see that \(R(v_{\max}) = \lambda_{\max}\) and \(R(v_{\min}) = \lambda_{\min}\). See: \(R(v_{\text{max}}) = \frac{v_{\text{max}}^\top A v_{\text{max}}}{v_{\text{max}}^\top v_{\text{max}}} = \frac{v_{\text{max}}^\top (\lambda_{\text{max}} v_{\text{max}})}{v_{\text{max}}^\top v_{\text{max}}} = \lambda_{\text{max}}\)
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lorenz cid:1768944601064 1 230% 89d 10
nid:1768608739773 c1
not correlated
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LinAlg
nid:1768608739773 Cloze c1
Cloze answer: not correlated
Q: The eigenvalues of \(AB\) and \(BA\) are {{c1::not correlated}}.
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lorenz cid:1768608739773 1 230% 94d 10
nid:1768344745450
Why is the pseudoinverse (for \(A\) with full row-rank) \(A^...
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LinAlg
nid:1768344745450
Q: Why is the pseudoinverse (for \(A\) with full row-rank) \(A^\top (AA^\top)^{-1}\)?
A: It uses the multiplication by \(A^\top\) to choose an \(\hat{x}\) that lies in the row-space, thus minimising the norm.
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lorenz cid:1768344745450 1 230% 88d 13
nid:1768182517842 c1
\(R = I\)
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nid:1768182517842 Cloze c1
Cloze answer: \(R = I\)
Q: \(A\) is invertible if and only if for \(\text{RREF}(A,I) = (R, M)\) we have {{c1::\(R = I\)}}. 
A: Since we have \(R = MA\), \(M\) is the inverse of \(A\).
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lorenz cid:1768182517842 1 230% 106d 11
nid:1768263611504 c1
\(A\) has linearly independent columns
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LinAlg
nid:1768263611504 Cloze c1
Cloze answer: \(A\) has linearly independent columns
Q: \(A^\top A\) is invertible if and only if {{c1::\(A\) has linearly independent columns}}.
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lorenz cid:1768263611504 1 230% 103d 8
nid:1768263611647 c1
\(A\) to have independent columns, i.e. they form a basis fo...
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nid:1768263611647 Cloze c1
Cloze answer: \(A\) to have independent columns, i.e. they form a basis for \(C(A)\)
Q: For a projection to exist using our formula \(P = A (A^\top A)^{-1} A^\top\) we need {{c1:: \(A\) to have independent columns, i.e. they form a basis for \(C(A)\)}}.
A: Otherwise the projection is not unique.
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lorenz cid:1768263611648 1 230% 99d 8
nid:1768263609972 c1
norm; inner product
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LinAlg
nid:1768263609972 Cloze c1
Cloze answer: norm; inner product
Q: Orthogonal matrices preserve the {{c1::norm}} and {{c1::inner product}} of vectors.
A: In other words, if \(Q \in \mathbb{R}^{n \times n}\) is orthogonal, then, for all \(x, y \in \mathbb{R}^n\):\[ ||Qx|| = ||x|| \text{ and } (Qx)^\top(Qy) = x^\top y \]
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lorenz cid:1768263609972 1 230% 102d 8
nid:1768425680760
How can we use Gauss-Jordan to simplify the determinant calc...
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LinAlg
nid:1768425680760
Q: How can we use Gauss-Jordan to simplify the determinant calculations?
A: We can use Gauss-Jordan to make any matrix upper triangular (then the determinant is the product of the diagonals).We are allowed to use:Row addition / substractionExchanging rows (change sign)Multiply rows (multiply the determinant at the end)
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lorenz cid:1768425680760 1 230% 96d 11
nid:1764867991521
The euclidian norm of \(\textbf{v}\) is defined as?
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LinAlg
nid:1764867991521
Q: The euclidian norm of \(\textbf{v}\) is defined as?
A: \(|| \textbf{v} || := \sqrt{\textbf{v} \cdot \textbf{v}}\)This is also called the 2-norm.
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lorenz cid:1764867991521 1 230% 117d 11
nid:1768608739855 c1
Every polynomial \(P(z) = a_n z^n + a_{n - 1} z^{n - 1} + \d...
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nid:1768608739855 Cloze c1
Q: Every polynomial \(P(z) = a_n z^n + a_{n - 1} z^{n - 1} + \dots + a_1 z + a_0\) with \(a_n \neq 0\) has {{c1:: a zero \(\lambda \in \mathbb{C} \)}}.
A: Fundamental theorem of algebra
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lorenz cid:1768608739855 1 230% 102d 11
nid:1768425682505 c1
the parity of the number of row swaps necessary to get back ...
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LinAlg
nid:1768425682505 Cloze c1
Cloze answer: the parity of the number of row swaps necessary to get back to the identity
Q: The \(\text{sgn}(\sigma)\) where \(\sigma\) is a permutation is {{c1:: the parity of the number of row swaps necessary to get back to the identity ::swaps}}.
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lorenz cid:1768425682505 1 230% 111d 8
nid:1768263611355 c2
\(z = 0\); \(z^\top b = 0 \neq 1\)
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LinAlg
nid:1768263611355 Cloze c2
Cloze answer: \(z = 0\); \(z^\top b = 0 \neq 1\)
Q: Applications of the certificate of no solutions:Assume \(A \in \mathbb{R}^{m \times n}\) has linearly independent rows.Since {{c1::the rows are linearly independent}}, the only solution to \(z^\top A = 0\) is {{c2::\(z = 0\)}}. Hence {{c2::\(z^\top b = 0 \neq 1\)}}.
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lorenz cid:1768527254333 1 230% 112d 8
nid:1768521670852 c1
The determinant expressed in terms of co-factors is: \[\det(...
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LinAlg
nid:1768521670852 Cloze c1
Q: The determinant expressed in terms of co-factors is: \[\det(A) = {{c1:: \sum_{j = 1}^n A_{ij}C_{ij} }}\]
A: in which we multiply the cofactor of every element by the element itself, as is clear in the example for a 3x3.
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lorenz cid:1768521670852 1 230% 117d 11
nid:1768263611327 c1
\(I - P\)
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nid:1768263611327 Cloze c1
Cloze answer: \(I - P\)
Q: Let \(S^\perp\) be the orthogonal complement of \(S\) and \(P\) the projection matrix onto \(S\).Then {{c1::\(I - P\)}} is the projection matrix that maps {{c2::\(b \in \mathbb{R}^m\) to \(\text{proj}_{S^\perp}(b)\)}}.Proof Included
A: Since \(b = e + \text{proj}_S(b) = e + Pb\) with \(e \in S^\perp\) Thus \[ (I - P)b = b - Pb = e = \text{proj}_{S^\perp}(b) \]This is true, since it holds that indeed \(I - P\) is also idempotent: \((I - P)^2 = I - 2P + P^2 = I -P - P + P= I - P\)
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lorenz cid:1768263611327 1 230% 119d 8
nid:1768425681409 c1
Multilinearity of the determinant:\[ \begin{vmatrix} ta & tb...
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LinAlg
nid:1768425681409 Cloze c1
Q: Multilinearity of the determinant:\[ \begin{vmatrix} ta & tb \\ c & d \end{vmatrix} = {{c1:: t \cdot \begin{vmatrix} a & b \\ c & d \end{vmatrix} }}\]
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lorenz cid:1768425681409 1 230% 118d 8
nid:1768263610888 c1
A; \(QQ^\top \) is the projection onto \(A\), and \(C(Q) = C...
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nid:1768263610888 Cloze c1
Cloze answer: A; \(QQ^\top \) is the projection onto \(A\), and \(C(Q) = C(A)\)
Q:  \(QQ^\top A = {{c1::A}}\) because {{c1::\(QQ^\top \) is the projection onto \(A\), and \(C(Q) = C(A)\)}}.
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lorenz cid:1768263610888 1 230% 121d 8
nid:1768521672527 c1
Given a permutation matrix \(P \in \mathbb{R}^{n \times n}\)...
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LinAlg
nid:1768521672527 Cloze c1
Q: Given a permutation matrix \(P \in \mathbb{R}^{n \times n}\) corresponding to a permutation \(\sigma\), then \(\det(P) = {{c1::\text{sgn}(\sigma)}}\) 
A: (this is as \(P\) is also an orthogonal matrix, see 3.). We sometimes write \(\text{sgn}(P)\).For the permutation matrix, each row contains only one entry: a \(1\). Thus the only permutation \(\sigma\) in the product that doesn't have a \(0\) factor is the permutation corresponding to the matrix \(P\) itself. The product is \(1 \cdot 1 \dots \cdot 1\) thus we get \(\text{sgn}(\sigma) = \text{sgn}(P)\).
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lorenz cid:1768521672527 1 230% 118d 8
nid:1768608739736
Prove some \(x \in \mathbb{C}\) is actually in \(\mathbb{R}\...
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nid:1768608739736
Q: Prove some \(x \in \mathbb{C}\) is actually in \(\mathbb{R}\)?
A: Show that \(x = \overline{x} \implies x \in \mathbb{R}\)
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lorenz cid:1768608739736 1 230% 122d 11
nid:1768944602222 c1
\(n\) real eigenvalues
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LinAlg
nid:1768944602222 Cloze c1
Cloze answer: \(n\) real eigenvalues
Q: Spectral Theorem: Any symmetric matrix \(A \in \mathbb{R}^{n \times n}\) has {{c1::\(n\) real eigenvalues::EW}} and {{c1::an orthonormal basis of \(\mathbb{R}^{n \times n}\) consisting of it's eigenvectors::EV}}.
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lorenz cid:1768944602223 1 230% 116d 13
nid:1768263610707
Why does \(QR\) give \(A\)?
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nid:1768263610707
Q: Why does \(QR\) give \(A\)?
A: \(QQ^\top\) is the projection on the span of the \(q_i\)'s and thus also on the \(a_i\)'s (\(C(Q) = C(A)\)).Thus \(QQ^\top A = A\) and therefore \(QR = QQ^\top A = A\).
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lorenz cid:1768263610707 1 230% 121d 11
nid:1768263608594 c1
are orthogonal
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nid:1768263608594 Cloze c1
Cloze answer: are orthogonal
Q: Let \(A \in \mathbb{R}^{n \times n}\) be a symmetric matrix and \(\lambda_1 {{c2::\neq}} \lambda_2 \in \mathbb{R}\) two {{c2::distinct}} eigenvalues of \(A\) with corresponding eigenvectors \(v_1, v_2\).Then \(v_1\) and \(v_2\) {{c1::are orthogonal}}. Proof Included
A: \(\lambda_1 v_1 ^\top v_2 = (Av_1)^\top v_2\) \( = v_1^\top A ^\top v_2 = \) \(v_1^\top (Av_2)\) \( = \lambda_2 v_1^\top v_2\)
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lorenz cid:1768263608595 1 230% 126d 11
nid:1768608740846
What is the fundamental theorem of algebra?
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nid:1768608740846
Q: What is the fundamental theorem of algebra?
A: Any degree \(n\) polynomial \(P(z) = a_n z^n + a_{n-1} z^{n-1} + \dots + a_1 z + a_0\) (with \(n \geq 1\) and \(a_n \neq 0\)) has at least one zero \(\lambda \in \mathbb{C}\) such that \(P(\lambda) = 0\).
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lorenz cid:1768608740846 1 230% 125d 11
nid:1764867991504
A linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_2...
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nid:1764867991504
Q: A linear combination of  \(\lambda_1\textbf{v}_1 + \lambda_2\textbf{v}_2 + \dots + \lambda_n\textbf{v}_n\) is affine if
A: \(\lambda_1 + \lambda_2 + \dots + \lambda_n = 1\)
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lorenz cid:1764867991504 1 230% 124d 12
nid:1768608742500 c1
For a complex vector \(v\) we have \(||v|| =\) {{c1:: \(v^*v...
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nid:1768608742500 Cloze c1
Q: For a complex vector \(v\) we have \(||v|| =\) {{c1:: \(v^*v = \overline{v}^\top v = \sum_{i = 1}^n \overline{v_i}v_i = \sum_{i = 1}^n |v_i|^2\)}}.
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lorenz cid:1768608742500 1 230% 129d 11
nid:1768944602019 c2
\(A^\top A\); \(AA^\top\)
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nid:1768944602019 Cloze c2
Cloze answer: \(A^\top A\); \(AA^\top\)
Q: Given a real matrix \(A \in \mathbb{R}^{n \times n}\), the {{c1::non-zero eigenvalues}} of {{c2::\(A^\top A\)}} are the same ones as of {{c2::\(AA^\top\)}}. Proof Included
A: Shared EWs: For \((A^\top A)v_k = \lambda_k v_k\) we get \(AA^\top A v_k = \lambda_k Av_k\) and thus \(Av_k\) EV and \(\lambda_k\) is an EW of \(AA^\top\).Orthogonality: For \(j \neq k\) we have \((Av_j)^\top (Av_k) = v_j^\top A^\top Av_k = v_j^\top \lambda_k v_k = \lambda_k v_j^\top v_k = 0\)
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lorenz cid:1768944602020 1 230% 125d 12
nid:1768263611621
In QR decomposition \(R\)  is invertible because?
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nid:1768263611621
Q: In QR decomposition \(R\)  is invertible because?
A: \(N(A) = \{0\}\) since \(A\) has independent columns and thus \(N(R) = \{0\}\):\(Rx = 0\) then \(Ax = QRx = 0\) thus \(Q\cdot 0 = 0\)Thus \(x \in N(A) \implies x = 0\)Thus \(R \in \mathbb{R}^{n \times n}\) (square) must be invertible.
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lorenz cid:1768263611621 1 230% 127d 14
nid:1768344745223 c1
\(C(A^\top)\)
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nid:1768344745223 Cloze c1
Cloze answer: \(C(A^\top)\)
Q: \(A^\dagger A\) is the projection matrix onto {{c1::\(C(A^\top)\)}}.
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lorenz cid:1768344745223 1 230% 129d 11
nid:1768608742013 c1
possibly with repetitions
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nid:1768608742013 Cloze c1
Cloze answer: possibly with repetitions
Q: Any degree \(n\) polynomial \(P(z)\) (with \(n \geq 1\)) has {{c1::\(n\) zeros \(\lambda_1, \dots, \lambda_n \in \mathbb{C}\)}}, {{c1::possibly with repetitions}}, such that \[P(z) = a_n (z-\lambda_1)(z - \lambda_2) \cdots (z - \lambda_n)\]
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lorenz cid:1768608742013 1 230% 135d 11
nid:1768344745894
What is the pseudoinverse in the case where \(A \in \mathbb{...
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nid:1768344745894
Q: What is the pseudoinverse in the case where \(A \in \mathbb{R}^{n \times m}\) has independent columns?
A: Because \(rank(A) = r = n\) and thus \(m \geq n\)\(R(A)\) spans \(\mathbb{R}^n\)(rows span the space)\(C(A) \subseteq\) \(\mathbb{R}^m\) (as \(A\) is not necessarily square)We therefore first project \(b\) into \(C(A)\) and then invert, which is Least Squares.  
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lorenz cid:1768344745895 1 230% 136d 11
nid:1764867991560 c2
Name the three definitions for linear independence:{{c1::Non...
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nid:1764867991560 Cloze c2
Q: Name the three definitions for linear independence:{{c1::None of the vectors is a linear combination of the other ones.}}{{c2::There are no scalars  \(\lambda_1, ..., \lambda_n\) besides 0, 0, ..., 0 such that \(\sum_{i = 1}^n \lambda_i v_i = \mathbf{0}\). (\
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lorenz cid:1766491319679 1 230% 145d 9
nid:1768608742035
Does \(Av = v\) mean \(1\) is an eigenvalue of \(A\)?
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nid:1768608742035
Q: Does \(Av = v\) mean \(1\) is an eigenvalue of \(A\)?
A: No, we need to have \(v \neq 0\) to have that relationship hold!
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lorenz cid:1768608742035 1 230% 144d 11
nid:1768263610822 c1
symmetric
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nid:1768263610822 Cloze c1
Cloze answer: symmetric
Q: A projection matrix is always {{c1:: symmetric ::property?}} (note that this needs to be reproven in the exam, proof included)
A: \(P^\top = (A(A^\top A)^{-1} A^\top)^\top =\) \((A^\top)^\top {(A^\top A)^{-1}}^\top A^\top = A(A^\top A)^{-1} A^\top = P\)We use the fact that for invertible matrices \({M^{-1}}^\top = {M^\top}^{-1}\).
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lorenz cid:1768263610823 1 230% 146d 11
nid:1768263610994
Certificate of no solutions:Given \(P = \{x \in \mathbb{R}^n...
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nid:1768263610994
Q: Certificate of no solutions:Given \(P = \{x \in \mathbb{R}^n \mid Ax = b \}\) we have: \(P = \left\{ x \in \mathbb{R}^3 \;\middle|\; \begin{aligned} x_1 + 2x_2 - x_3 &= 1 \\ 2x_1 + 4x_2 - 2x_3 &= 0 \end{aligned} \right\}\)Provide the system 
A: The system \(D = \{ z \in \mathbb{R}^m | A^\top z = 0, b^\top z = 1 \}\) then is: \[D = \left\{ z \in \mathbb{R}^2 \;\middle|\; \begin{aligned} z_1 + 2z_2 &= 0 \\ 2z_1 + 4z_2 &= 0 \\ -z_1 - 2z_2 &= 0 \\ z_1 &= 1 \end{aligned} \right\}\]One equation per each column of \(A\).\(P = \emptyset\) and \(D \neq \emptyset\) because \(z = (1, -\frac{1}{2})^\top \in D\).
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lorenz cid:1768263610994 1 230% 143d 12
nid:1771527094550 c1
die Berechnung von \(low[]\)
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nid:1771527094550 Cloze c1
Cloze answer: die Berechnung von \(low[]\)
Q: Die um {{c1::die Berechnung von \(low[]\)}} ergänzte {{c2::Tiefensuche}} berechnet in einem zusammenhängenden Graphen alle Artikulationsknoten und Brücken in Zeit \(O({{c3::m}})\).
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lorenz cid:1771527094550 1 230% 7d 7
nid:1774487164608 c1
Die Anzahl der Möglichkeiten, \(k\) Objekte aus \(n\) Sorten...
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nid:1774487164608 Cloze c1
Q: Die Anzahl der Möglichkeiten, \(k\) Objekte aus \(n\) Sorten mit Zurücklegen zu wählen (Reihenfolge egal, Multiset) ist:\[{{c2::\binom{n + k - 1}{k} }} = {{c1::\frac{(n+k-1)!}{k!\,(n-1)!} }} \]
A: Auch bekannt als „Sterne und Striche“ (Stars and Bars).Beispiel: Wie viele Möglichkeiten, 3 Kugeln aus {rot, blau, grün} mit Zurücklegen zu ziehen?\(\binom{3+3-1}{3} = \binom{5}{3} = 10\).
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lorenz cid:1774487164608 1 230% 6d 9
nid:1776174099848 c1
Für zwei unabhängige Zufallsvariablen \(X\) und \(Y\) sei \(...
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nid:1776174099848 Cloze c1
Q: Für zwei unabhängige Zufallsvariablen \(X\) und \(Y\) sei \(Z := X + Y\). Es gilt:\[f_Z(\alpha) = {{c1::\sum_{\beta \in W_X} f_X(\beta) \cdot f_Y(\alpha - \beta)}}.\]
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lorenz cid:1776174099848 1 230% 7d 8
nid:1776175078408 c2
Für jede {{c1::nicht-negative}} Zufallsvariable \(X\) und al...
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nid:1776175078408 Cloze c2
Q: Für jede {{c1::nicht-negative}} Zufallsvariable \(X\) und alle \(t > 0\), gilt\[\Pr\left[X \geq t\right] \leq {{c2::\frac{\mathbb{E}[X]}{t} }}.\]
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lorenz cid:1776175078409 1 230% 1d 7
nid:1773307783473 IO r1
[Image Occlusion region 1]
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nid:1773307783473 Cloze c1
Q: {{c1::image-occlusion:polygon:left=.011:top=.2474:points=.0836,.2506 .4728,.2474 .4728,.3534 .011,.3566 .011,.3052 .0836,.3052}}{{c2::image-occlusion:rect:left=.0572:top=.4433:width=.1363:height=.045}}{{c2::image-occlusion:rect:left=.0924:top=.5815:width=.1869:height=.0514}}{{c3::image-o
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lorenz cid:1773307783481 1 230% 21d 10
nid:1774487164522 c1
Die Anzahl der Anordnungen von \(n\) Objekten, von denen\(n_...
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nid:1774487164522 Cloze c1
Q: Die Anzahl der Anordnungen von \(n\) Objekten, von denen\(n_1\) vom Typ 1, …, \(n_r\) vom Typ \(r\) sind (\(n_1 + \cdots + n_r = n\)), ist:\[{{c1::\frac{n!}{n_1!\, n_2!\, \cdots\, n_r!} }} = \binom{n}{n_1, n_2, \ldots, n_r}\](Multinomialkoeffizient)
A: Speziell für \(r=2\): \(\frac{n!}{k!\,(n-k)!} = \binom{n}{k}\).Beispiel: Anordnungen von „MISSISSIPPI“: \(\frac{11!}{1!\cdot 4!\cdot 4!\cdot 2!} = 34{,}650\).
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lorenz cid:1774487164523 1 230% 2d 8
nid:1774631276995 c1
Sei \(A_1,\ldots,A_n\) eine Partition von \(\Omega\) mit \(\...
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nid:1774631276995 Cloze c1
Q: Sei \(A_1,\ldots,A_n\) eine Partition von \(\Omega\) mit \(\Pr[A_i]>0\) für alle \(i\). Dann:\[ \mathbb{E}[X] = {{c1::\sum_{i=1}^{n}\mathbb{E}[X\mid A_i]\cdot\Pr[A_i]}}. \]Proof Included
A: (Gesetz der totalen Erwartung, nicht im Skript!) Proof:\[\begin{align} \mathbb{E}[X] &=\sum_{x}x\cdot\Pr[X=x] \\ &\overset{\text{totale W'keit}}{=}\sum_x x\sum_i\Pr[X=x|A_i]\Pr[A_i] \\ &=\sum_i\Pr[A_i]\underbrace{\sum_x x\Pr[X=x|A_i]}_{=\mathbb{E}[X|A_i]} \end{align}\](Verwendet das Gesetz der totalen Wahrscheinlichkeit um \(\Pr[X=x]\) zu expandieren, dann wird die Summationsreihenfolge vertauscht.)
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lorenz cid:1774631276995 1 230% 4d 9
nid:1776171659227 c1
Für \(n \geq 2\) heisst eine Zufallsvariable \(X\) mit Dicht...
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nid:1776171659227 Cloze c1
Q: Für \(n \geq 2\) heisst eine Zufallsvariable \(X\) mit Dichte\[f_X(k) = \begin{cases} {{c1::\binom{k-1}{n-1} \cdot p^n \cdot (1 - p)^{k-n} }} & \text{für } k = 1, 2, \ldots \\ 0 & \text{sonst} \end{cases}\]{{c2::negativ binomialverteilt}} mit {{c3::Ordnung}} \(n\).
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lorenz cid:1776171659230 1 230% 6d 9
nid:1771364144766 c1
Sei \(G = (V, E)\) ein zusammenhängender Graph. Der {{c4::Bl...
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nid:1771364144766 Cloze c1
Q: Sei \(G = (V, E)\) ein zusammenhängender Graph. Der {{c4::Block-Graph}} von \(G\) ist der bipartite Graph \(T = (A \uplus B, E_T)\) mit\(A = {{c1::\{\text{Artikulationsknoten von } G\} }}\). \(B = {{c2::\{\text{Blöcke von } G\} }}\). \(\forall a \in A, b \i
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lorenz cid:1771364144769 1 230% 14d 8
nid:1774487164478 c1
Für \(x, y \in \mathbb{R}\) und \(n \in \mathbb{N}_0\) gilt:...
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nid:1774487164478 Cloze c1
Q: Für \(x, y \in \mathbb{R}\) und \(n \in \mathbb{N}_0\) gilt:\[(x + y)^n = {{c1::\sum_{k=0}^{n} \binom{n}{k} x^k y^{n-k} }}\]
A: Speziell:\((1+x)^n = \sum_{k=0}^n \binom{n}{k} x^k\)\((1-1)^n = 0 = \sum_{k=0}^n (-1)^k \binom{n}{k}\) (genutzt im Siebformel-Beweis!)
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lorenz cid:1774487164478 1 230% 17d 10
nid:1774631269283 c1
vollkommen wurscht ob unabhängig, du dummbatzi
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nid:1774631269283 Cloze c1
Cloze answer: vollkommen wurscht ob unabhängig, du dummbatzi
Q: Die Linearität der Erwartung hält, wenn \(X_1,\ldots,X_n\) {{c1::vollkommen wurscht ob unabhängig, du dummbatzi}} sind?
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lorenz cid:1774631269283 1 230% 19d 7
nid:1774487164732 c2
2^n
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nid:1774487164732 Cloze c2
Cloze answer: 2^n
Q: Es gilt:\[{{c1::\sum_{k=0}^{n} \binom{n}{k}::\text{Binomialsatz} }} = {{c2::2^n}}\]
A: Beweis: Setze \(x = y = 1\) im Binomialsatz: \((1+1)^n = \sum_{k=0}^n \binom{n}{k}\).Interpretation: Anzahl aller Teilmengen einer \(n\)-elementigen Menge ist \(2^n\).
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lorenz cid:1774693607608 1 230% 15d 7
nid:1776332605880 c2
Seien \(\delta, \varepsilon > 0\). Falls \({{c1::N \geq 3\,\...
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nid:1776332605880 Cloze c2
Q: Seien \(\delta, \varepsilon > 0\). Falls \({{c1::N \geq 3\,\frac{|U|}{|S|} \cdot \frac{1}{\varepsilon^2} \cdot \ln(\tfrac{2}{\delta})}}\), ist die Ausgabe \(Y\) von Target-Shooting mit Wahrscheinlichkeit mindestens \(1 - \delta\) im Intervall \[{
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lorenz cid:1776332605881 1 230% 10d 6
nid:1774487164950 c1
dreiecksfreien
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nid:1774487164950 Cloze c1
Cloze answer: dreiecksfreien
Q: Für alle \(k \geq 2\) gibt es einen {{c1::dreiecksfreien}} Graphen \(G_k\) mit \(\chi(G_k) \geq k\).
A: (Mycielski-Konstruktion)Konstruktion: Aus \(G_k = (V_k, E_k)\) mit \(V_k = \{v_1,\ldots,v_n\}\) bilde \(G_{k+1}\):Füge Knoten \(w_1,\ldots,w_n, z\) hinzu. \(w_i\) ist mit allen Nachbarn von \(v_i\) verbunden (aber nicht mit \(v_i\) selbst). \(z\) ist mit allen \(w_i\) verbunden.Der neue Graph ist dreiecksfrei und braucht eine Farbe mehr als \(G_k\).
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lorenz cid:1774487164950 1 230% 6d 9
nid:1774631277097
Wann ist der Erwartungswert \(\mathbb{E}[X] = \sum_{x\in W_X...
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nid:1774631277097
Q: Wann ist der Erwartungswert \(\mathbb{E}[X] = \sum_{x\in W_X} x\cdot\Pr[X=x]\) undefiniert?
A: Falls die Summe nicht absolut konvergiert (z.B. positiver und negativer Anteil beide divergieren).Bemerkung:In der Vorlesung betrachten wir nur Zufallsvariablen mit definiertem Erwartungswert.Der Erwartungswert ist nur definiert, wenn die Summe absolut konvergiert, d.h. \(\sum_{x\in W_X}|x|\cdot\Pr[X=x]<\infty\).In endlichen Wahrscheinlichkeitsräumen ist dies immer erfüllt (endlich viele Terme). Bei unendlichen Räumen muss man aufpassen.
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lorenz cid:1774631277098 1 230% 12d 10
nid:1774487164532
Was besagt der Vierfarbensatz?
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nid:1774487164532
Q: Was besagt der Vierfarbensatz?
A: Jeder planare Graph (jede Landkarte) lässt sich mit \(\leq 4\) Farben färben.Formal: Für jeden planaren Graphen \(G\) gilt \(\chi(G) \leq 4\).(Appel & Haken, 1976 - erster computergestützter Beweis)
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lorenz cid:1774487164532 1 230% 17d 10
nid:1774631277414 c1
Hamiltonkreis
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nid:1774631277414 Cloze c1
Cloze answer: Hamiltonkreis
Q: Es existiert ein {{c1::Hamiltonkreis}} in einem Graphen \(G\) mit gerader Zahl Knoten \(\implies\)perfektes Matching existiert.
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lorenz cid:1774631277415 1 230% 9d 10
nid:1774487164722 c1
Eine Zufallsvariable auf \(\Omega\) ist {{c1::eine Funktion ...
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nid:1774487164722 Cloze c1
Q: Eine Zufallsvariable auf \(\Omega\) ist {{c1::eine Funktion \(X\colon \Omega \to \mathbb{R}\)}}.\[\Pr[X = x] := {{c2::\Pr[\{\omega \in \Omega : X(\omega) = x\}]}}.\]
A: Zufallsvariablen abstrahieren Ergebnisse zu numerischen Werten.Beispiel: Bei 2 Würfelwürfen ist \(X =\) "Summe der Augenzahlen" eine Zufallsvariable.
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lorenz cid:1774487164722 1 230% 9d 10
nid:1774631269214 c1
\Pr[A]
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nid:1774631269214 Cloze c1
Cloze answer: \Pr[A]
Q: Für \(X_A\) eine Indikator-Zufallsvariable gilt \(\mathbb{E}[X_a] = {{c1:: \Pr[A] }}\).
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lorenz cid:1774631269215 1 230% 7d 10
nid:1771363498414 c2
Blöcke
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nid:1771363498414 Cloze c2
Cloze answer: Blöcke
Q: Sei \(G = (V, E)\). Wir definieren eine {{c3::Äquivalenzrelation}} auf \(E\) durch \[{{c1::e \sim f :\iff \begin{cases} e = f, & \text{oder} \\ \exists \text{ Kreis durch } e \text{ und } f \end{cases} }}\] Die {{c3::Äquivalenzklassen}} nennen wir {{c2::Blöcke}}.
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lorenz cid:1771363498415 1 230% 15d 8
nid:1774487165098 c1
Zu einer Zufallsvariablen \(X\) mit Wertebereich \(W_X\) def...
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nid:1774487165098 Cloze c1
Q: Zu einer Zufallsvariablen \(X\) mit Wertebereich \(W_X\) definieren wir {{c2::den Erwartungswert \(\mathbb{E}[X]\)}} durch\[{{c2::\mathbb{E}[X]}} := {{c1::\sum_{\alpha \in W_X} \alpha \cdot \Pr[X = \alpha]}},\]sofern die Summe absolut konvergiert.
A: Ansonsten sagen wir, dass der Erwartungswert undefiniert ist.Intuition: Gewichteter Durchschnitt aller möglichen Werte.
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lorenz cid:1774487165098 1 230% 9d 10
nid:1774487165116 c1
n^3
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nid:1774487165116 Cloze c1
Cloze answer: n^3
Q: Für \(n\) gerade und \(\ell : \binom{[n]}{2} \to \mathbb{N}_0\) kann man in Zeit \(O({{c1::n^3}})\) ein {{c2::minimales (gewichtsminimales) perfektes Matching}} in \(K_n\) finden.
A: Das ist der Blossom-Algorithmus.Dies wird im Christofides-Algorithmus für das metrische TSP benötigt.
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lorenz cid:1774487165118 1 230% 17d 10
nid:1772549069397 c1
Big \(O\) von Matching-Algorithmen:Für bipartite Graphen ...
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nid:1772549069397 Cloze c1
Q: Big \(O\) von Matching-Algorithmen:Für bipartite Graphen \( O(|V|^{1/2} \cdot |E|) \) Hopcroft-Karp (ungewichtet) \( O(|E|^{1+o(1)}) \) (mit polynominellen Gewichte) Für allgemeine Graphen (mit polynominellen Gewichten) \( O({{c1::|V|^{1/2
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lorenz cid:1772549069398 1 230% 34d 8
nid:1771360670876 c1
\(k\)-zusammenhängend
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nid:1771360670876 Cloze c1
Cloze answer: \(k\)-zusammenhängend
Q: Ein Graph \(G = (V, E)\) heisst {{c1::\(k\)-zusammenhängend}}, falls {{c2::\(|V| \geq k + 1\) und für alle Teilmengen \(X \subseteq V\) mit \(|X| < k\) gilt: Der Graph \(G[V \setminus X]\) ist zusammenhängend}}.
A: Man muss mindestens \(k\)-Knoten (und die inzidenten Kanten) löschen, um den Zusammenhang zu zerstören.
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lorenz cid:1771360670877 1 230% 18d 8
nid:1774917592720 c1
Die Grösse \(\sigma := {{c1::\sqrt{\operatorname{Var}[X]} }}...
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nid:1774917592720 Cloze c1
Q: Die Grösse \(\sigma := {{c1::\sqrt{\operatorname{Var}[X]} }}\) heisst {{c2::Standardabweichung von \(X\)}}.
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lorenz cid:1774917592720 1 230% 12d 7
nid:1774917592774 c1
Für die Varianz gilt: \[\mathbb{E}[(X - \mu)^2] = {{c1::\sum...
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nid:1774917592774 Cloze c1
Q: Für die Varianz gilt: \[\mathbb{E}[(X - \mu)^2] = {{c1::\sum_{x \in W_X} (x - \mu)^2 \cdot \Pr[X = x]::\text{Summe} }}\]
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lorenz cid:1774917592774 1 230% 15d 7
nid:1774631269382 c2
Hopcroft-Karp findet in einem {{c1::bipartiten}} Graphen in ...
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nid:1774631269382 Cloze c2
Q: Hopcroft-Karp findet in einem {{c1::bipartiten}} Graphen in \(O({{c2::\sqrt{|V|} \cdot |E|}})\) ein {{c3::maximales Matching}}.
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lorenz cid:1774999768204 1 230% 16d 7
nid:1773913363614 c1
Elementarereignissen
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nid:1773913363614 Cloze c1
Cloze answer: Elementarereignissen
Q: Ein diskreter Wahrscheinlichkeitsraum ist bestimmt durch eine Ergebnismenge \(\Omega = \{\omega_1, \omega_2, \ldots\}\) von {{c1::Elementarereignissen}}.
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lorenz cid:1773913363617 1 230% 20d 11
nid:1776174922324 c1
Sei \(X\) eine Zufallsvariable, die nur nicht-negative Werte...
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nid:1776174922324 Cloze c1
Q: Sei \(X\) eine Zufallsvariable, die nur nicht-negative Werte annimmt. Dann gilt für alle \(t \in \mathbb{R}\) mit \(t > 0\), dass\[{{c1::\Pr\left[X \geq t\right] \leq \frac{\mathbb{E}[X]}{t}.}}\]Oder äquivalent dazu,\[{{c2::\Pr\left[X \geq t \cdot \mathbb{E}[X]\right] \leq \frac{1}{t}.}}
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lorenz cid:1776174922324 1 230% 14d 7
nid:1772046826522 c1
effizient entscheidbare Probleme; (einseitig) effizient veri...
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nid:1772046826522 Cloze c1
Cloze answer: effizient entscheidbare Probleme; (einseitig) effizient verifizierbare Probleme
Q: \(P\) = {{c1::effizient entscheidbare Probleme}} \(NP\) = {{c1::(einseitig) effizient verifizierbare Probleme}}
A: P = polynomiellNP = nichtdeterministisch polynomiell
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lorenz cid:1772046826522 1 230% 36d 8
nid:1776175111067 c2
Für eine {{c1::beliebige}} Zufallsvariable \(X\) und alle \(...
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nid:1776175111067 Cloze c2
Q: Für eine {{c1::beliebige}} Zufallsvariable \(X\) und alle \(t > 0\), gilt\[\Pr\left[|X - \mathbb{E}[X]| \geq t\right] \leq {{c2::\frac{\text{Var}[X]}{t^2} }}.\]
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lorenz cid:1776175111068 1 230% 14d 7
nid:1773753822869 c1
isomorph
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nid:1773753822869 Cloze c1
Cloze answer: isomorph
Q: Es ist kein polynomieller Algorithmus bekannt, um zu entscheiden, ob zwei Graphen {{c1::isomorph}} sind.
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lorenz cid:1773753822869 1 230% 28d 8
nid:1774358417548 c1
Seien \(A\) und \(B\) Ereignisse mit \(\Pr[B] > 0\). Die be...
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nid:1774358417548 Cloze c1
Q: Seien \(A\) und \(B\) Ereignisse mit \(\Pr[B] > 0\). Die bedingte Wahrscheinlichkeit \(\Pr[A|B]\) von \(A\) gegeben \(B\) ist definiert durch: \[\Pr[A|B] := {{c1::\frac{\Pr[A \cap B]}{\Pr[B]} }}\]
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lorenz cid:1774358417548 1 230% 21d 8
nid:1773330177039
Wahr oder falsch?Es gibt einen polynomiellen Algorithmus, de...
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nid:1773330177039
Q: Wahr oder falsch?Es gibt einen polynomiellen Algorithmus, der für jeden planaren Graphen eine geeignete Einfärbung mit 6 Farben findet.
A: Wahr
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lorenz cid:1773330177039 1 230% 29d 8
nid:1774917594111 c2
\(k\)-te zentrale Moment
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nid:1774917594111 Cloze c2
Cloze answer: \(k\)-te zentrale Moment
Q: Für eine Zufallsvariable \(X\) nennen wir \(\mathbb{E}[X^k]\) das {{c1::\(k\)-te Moment}} und \(\mathbb{E}[(X - \mathbb{E}[X])^k]\) das {{c2::\(k\)-te zentrale Moment}}.
A: Der Erwartungswert ist also das erste Moment.
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lorenz cid:1774917594112 1 230% 16d 7
nid:1774487164563 c1
Für den Binomialkoeffizienten gilt:\[\binom{n}{k} = {{c1::\b...
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nid:1774487164563 Cloze c1
Q: Für den Binomialkoeffizienten gilt:\[\binom{n}{k} = {{c1::\binom{n}{n-k} :: \text{Symmetrie} }}\]
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lorenz cid:1774487164564 1 230% 22d 11
nid:1773329930605
Wahr oder falsch?Wenn \(G\) ein zusammenhängender Graph mit ...
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nid:1773329930605
Q: Wahr oder falsch?Wenn \(G\) ein zusammenhängender Graph mit einem maximalen Grad von 100 ist, dann hat \(G\) eine korrekte Färbung mit 100 Farben, es sei denn, \(G\) ist ein vollständiger Graph.
A: Wahr
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lorenz cid:1773329930605 1 230% 39d 8
nid:1774631276980 c3
Welche drei Bestandteile bestimmen einen diskreten Wahrschei...
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nid:1774631276980 Cloze c3
Q: Welche drei Bestandteile bestimmen einen diskreten Wahrscheinlichkeitsraum?{{c1::Eine Ergebnismenge \(\Omega = \{\omega_1, \omega_2, \ldots\}\) von Elementarereignissen.}}{{c2::Eine Wahrscheinlichkeitszuweisung \(\Pr[\omega_i] \in [0,1]\) für je
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lorenz cid:1774631276982 1 230% 22d 10
nid:1772545581602 c2
Mit einem Greedy-Algorithmus kann man in Zeit \( O({{c1::|E|...
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nid:1772545581602 Cloze c2
Q: Mit einem Greedy-Algorithmus kann man in Zeit \( O({{c1::|E|}}) \) ein {{c3::inklusionsmaximales}} Matching \( M_{\text{Greedy}} \) bestimmen mit\[{{c2:: |M_{\text{Greedy} }| \geq |M_{\text{max} }| / 2, }}\]wobei \( M_{\text{max}} \) ein kardinalitätsmaximales Matching ist.
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lorenz cid:1772545581602 1 230% 35d 11
nid:1772547951495 c1
\forall X \subseteq A : |X| \leq |N(X)|
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nid:1772547951495 Cloze c1
Cloze answer: \forall X \subseteq A : |X| \leq |N(X)|
Q: Ein bipartiter Graph \( G = (A \uplus B, E) \) enthält ein Matching \( M \) der Kardinalität \({{c2:: |M| = |A|}} \iff {{c1::\forall X \subseteq A : |X| \leq |N(X)| }}\). 
A: (Hall, Heiratssatz)
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lorenz cid:1772547951497 1 230% 34d 11
nid:1774358482736 c1
Multiplikationssatz: Seien \(A_1, \ldots, A_n\) Ereignisse. ...
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nid:1774358482736 Cloze c1
Q: Multiplikationssatz: Seien \(A_1, \ldots, A_n\) Ereignisse. Falls \(\Pr[A_1 \cap \cdots \cap A_n] > 0\), so gilt: \[\begin{align} \Pr[A_1 \cap \cdots \cap A_n] =& {{c1::\Pr[A_1] \cdot \Pr[A_2|A_1] \\ &\cdot \Pr[A_3|A_1 \cap A_2] \cdots \\ &\Pr[A_n|A_1 \cap \c
A: Proof: Expand each conditional probability by definition:\[ \Pr[A_1]\cdot\frac{\Pr[A_1\cap A_2]}{\Pr[A_1]}\cdot\frac{\Pr[A_1\cap A_2\cap A_3]}{\Pr[A_1\cap A_2]}\cdots\frac{\Pr[A_1\cap\cdots\cap A_n]}{\Pr[A_1\cap\cdots\cap A_{n-1}]}. \]All intermediate terms cancel (telescoping product), leaving \(\Pr[A_1\cap\cdots\cap A_n]\). \(\square\)Note: All conditional probabilities are well-defined because \(\Pr[A_1]\ge\Pr[A_1\cap A_2]\ge\cdots>0\). Multiplikationssatz
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lorenz cid:1774358482737 1 230% 36d 8
nid:1774631276956 c3
n
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nid:1774631276956 Cloze c3
Cloze answer: n
Q: Für den Binomialkoeffizienten gelten:\(\binom{n}{0} = {{c1::1}}\)\(\binom{n}{n} = {{c2::1}}\)\(\binom{n}{1} = {{c3::n}}\)
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lorenz cid:1775000929043 1 230% 35d 8
nid:1774487164608 c2
Die Anzahl der Möglichkeiten, \(k\) Objekte aus \(n\) Sorten...
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nid:1774487164608 Cloze c2
Q: Die Anzahl der Möglichkeiten, \(k\) Objekte aus \(n\) Sorten mit Zurücklegen zu wählen (Reihenfolge egal, Multiset) ist:\[{{c2::\binom{n + k - 1}{k} }} = {{c1::\frac{(n+k-1)!}{k!\,(n-1)!} }} \]
A: Auch bekannt als „Sterne und Striche“ (Stars and Bars).Beispiel: Wie viele Möglichkeiten, 3 Kugeln aus {rot, blau, grün} mit Zurücklegen zu ziehen?\(\binom{3+3-1}{3} = \binom{5}{3} = 10\).
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lorenz cid:1774631269206 1 230% 41d 8
nid:1771526674685 c2
\(v = root\), und \(v\) hat mindestens zwei Kinder im DFS-Ba...
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nid:1771526674685 Cloze c2
Cloze answer: \(v = root\), und \(v\) hat mindestens zwei Kinder im DFS-Baum.
Q: \(v\) ist genau dann Artikulationsknoten, wenn:{{c1::\(v \neq root\), und \(v\) hat ein Kind \(u\) im DFS-Baum mit \(low[u] \geq dfs[v]\)}} oder {{c2::\(v = root\), und \(v\) hat mindestens zwei Kinder im DFS-Baum.}}
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lorenz cid:1771526674685 1 230% 57d 9
nid:1772496585226 IO r1
[Image Occlusion region 1]
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nid:1772496585226 Cloze c1
Q: {{c1::image-occlusion:rect:left=.186:top=.2984:width=.5344:height=.2754}}{{c2::image-occlusion:rect:left=.183:top=.5891:width=.8119:height=.3672}}
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lorenz cid:1772496585227 1 230% 52d 8
nid:1772626803535 c6
1
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nid:1772626803535 Cloze c6
Cloze answer: 1
Q: \(\lim_{n\to\infty} x^{1/n} = {{c6::1}},\quad x > 0\) 
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lorenz cid:1772626803536 1 230% 25d 8
nid:1774138447415
Trick: Rationalisieren
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nid:1774138447415
Q: Trick: Rationalisieren
A: Binomische Formel \(a^2 - b^2 = (a - b)(a + b)\). Multipliziere die Gleichung mit \(\dots \times 1 = \dots \times \frac{\sqrt{n} + \sqrt{n + 1}}{\sqrt{n} - \sqrt{n + 1}}\). Beispiel: \({\sqrt{n^2 + 3} - n} \cdot 1 = \sqrt{n^2 + 3} - n \cdot \frac{\sqrt{n^2 + 3} + n}{\sqrt{n^2 + 3} + n}\) und dann mit \(a^2 - b^2\) vereinfachen.
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lorenz cid:1774138447415 1 230% 18d 10
nid:1774138448149 c1
1
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nid:1774138448149 Cloze c1
Cloze answer: 1
Q: Für alle Polynome \(P(n)\) mit \(P(n) > 0\), gilt für grosse \(n\): \[ \lim_{n \rightarrow \infty} \sqrt[n]{P(n)} = {{c1:: 1}} \]
A: (Die Wurzel dämpft diese vollständig ab.)
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lorenz cid:1774138448149 1 230% 4d 9
nid:1774487165594 c1
Seien \(a_n, b_n > 0\). Dann:{{c1::\(\lim \frac{a_n}{b_n} = ...
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Analysis
nid:1774487165594 Cloze c1
Q: Seien \(a_n, b_n > 0\). Dann:{{c1::\(\lim \frac{a_n}{b_n} = g\) mit \(0 < g < \infty\)}} \(\implies\) \(\sum a_n\) und \(\sum b_n\) haben dasselbe Konvergenzverhalten{{c2::\(\lim \frac{a_n}{b_n} = 0\) und&nbs
A: Grenzwertkriterium (Limitenvergleich)Beispiel:\[\sum \frac{1}{n^2+3n}\]Vergleich mit \(1/n^2\), Grenzwert \(= 1\) → konvergiert.Proof Sketch Ist \(\lim_{n \to \infty} \frac{a_n}{b_n} = g\) mit \(0 < g < \infty\) So gilt \(\frac{a_n}{b_n} \leq g + \varepsilon\) und daher \(a_n \leq (g + \varepsilon) \, b_n\) für ein geeignetes \(\varepsilon > 0\) und alle genügend großen \(n\). Nach dem Majorantenkrit
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lorenz cid:1774487165594 1 230% 10d 10
nid:1774487165742 c1
konvergiert, aber die Reihe der Beträge \(\sum |a_k|\) diver...
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Analysis
nid:1774487165742 Cloze c1
Cloze answer: konvergiert, aber die Reihe der Beträge \(\sum |a_k|\) divergiert
Q: Eine Reihe heisst bedingt konvergent, wenn sie {{c1::konvergiert, aber die Reihe der Beträge \(\sum |a_k|\) divergiert}}.Counterexample included
A: (D.h. nicht absolut konvergiert..)Beispiel: \(\sum \frac{(-1)^n}{n}\) ist bedingt konvergent.
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lorenz cid:1774487165742 1 230% 19d 7
nid:1774917594967 c2
injektiv
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Analysis
nid:1774917594967 Cloze c2
Cloze answer: injektiv
Q: Jede {{c1::streng monotone::Adjektiv}} Funktion ist {{c2::injektiv::Funktionseigenschaft}}.Proof Included
A: Proof: Nehme an wir haben eine streng monotone Funktion \(f\) die nicht injektiv ist.Dann gilt \(\exists x_1, x_2 \in \mathbb{D}\) sodass \(f(x_1) = f(x_2)\) weil nicht injektiv.Aber oBdA \(x_1 < x_2 \implies f(x_1) < f(x_2)\) was ein Widerspruch ist.
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lorenz cid:1774917594967 1 230% 10d 7
nid:1774487165263
Wie lautet die Cauchy-Schwarz Ungleichung im euklidischen Ra...
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nid:1774487165263
Q: Wie lautet die Cauchy-Schwarz Ungleichung im euklidischen Raum?
A: Für alle \(x, y \in \mathbb{R}^n\) gilt:\[|x \cdot y| \leq \|x\| \cdot \|y\|\]
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lorenz cid:1774487165263 1 230% 19d 7
nid:1774487165756 c1
0;  - also konvergiert die Reihe nur für \(z = 0\); \infty;...
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nid:1774487165756 Cloze c1
Cloze answer: 0;  - also konvergiert die Reihe nur für \(z = 0\); \infty;  - die Reihe konvergiert für alle \(z\)
Q: Wurzelkriterium:wenn \((c_k)^{1/k}\) nicht beschränkt ist, setzen wir \(\rho = {{c1::0}}\){{c1:: - also konvergiert die Reihe nur für \(z = 0\)}} wenn \((c_k)^{1/k}\) beschränkt ist und \(\limsup (c_k)^{1/k} = 0\), setzen wir \(\rho ={{c1:: \infty}}\){{c1::&nbs
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lorenz cid:1774487165757 1 230% 4d 9
nid:1774487165914 c1
Reihen mit nicht-negativen Gliedern (ab einem Index \(N\)): ...
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Analysis
nid:1774487165914 Cloze c1
Cloze answer: Reihen mit nicht-negativen Gliedern (ab einem Index \(N\)): \(0 \leq a_n \leq b_n\) für alle \(n \geq N\)
Q: Das Majoranten-/Minorantenkriterium gilt nur für {{c1::Reihen mit nicht-negativen Gliedern (ab einem Index \(N\)): \(0 \leq a_n \leq b_n\) für alle \(n \geq N\)}}.
A: Für alternierende Reihen ist es nicht direkt anwendbar, erst Absolutkonvergenz mit \(\sum |a_n|\) zeigen, dann folgt Konvergenz.Häufiger Fehler: Vergleich von \((-1)^n/n\) mit \(1/n\) über Majorante. Das scheitert, da \((-1)^n/n \not\geq 0\).
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lorenz cid:1774487165915 1 230% 2d 8
nid:1774487165318 c1
Cauchy-Verdichtungssatz: Sei \((a_n)\) monoton fallend, \(a_...
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nid:1774487165318 Cloze c1
Q: Cauchy-Verdichtungssatz: Sei \((a_n)\) monoton fallend, \(a_n \geq 0\):\[\sum_{n=0}^\infty a_n \text{ conv.} \iff {{c1::\sum_{n=0}^\infty 2^n a_{2^n} \text{ conv.} }}\]Proof Included
A: Anwendung: \(\sum 1/n^s\) für \(s > 1\) konvergiert: \(\sum 2^n \cdot 2^{-ns} = \sum 2^{n(1-s)}\) geometrisch mit \(q = 2^{1-s} < 1\).Proof Weil \(a_n\) monoton fällt gilt \(2^n a_{2^n} \ge a_{2^k + 1} + a_{2^k + 2} + \dots + a_{2^{k + 1} - 1}\). Wir benutzen das Majorantenkriterium mit\[\begin{align} \sum^n_{k = 0} 2^k a_{2^k} &\ge \sum_{k = 0}^n (a_{2^k + 1} + a_{2^k + 2} + \dots + a_{2^{k + 1} - 1}) \\ &= \sum^
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lorenz cid:1774487165318 1 230% 4d 9
nid:1774487165294 c4
Sei \(\rho = {{c4:: \limsup_{n\to\infty} |a_n|^{1/n} }}\). D...
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Analysis
nid:1774487165294 Cloze c4
Q: Sei \(\rho = {{c4:: \limsup_{n\to\infty} |a_n|^{1/n} }}\). Dann:\(\rho < 1\) \(\implies\) {{c1::\(\sum a_n\) konvergiert absolut}}\(\rho > 1\) \(\implies\) {{c1::\(\sum a_n\) divergiert}}\(\rho = 1\) \(\implies\) {{c1::keine Aussage möglich}}
A: (Wurzelkriterium)Wenn Quotientenkriterium versagt (\(\rho=1\)), versagt auch das Wurzelkriterium — aber nicht umgekehrt.Proof:  Convergence \(L < 1\) \(\sum a_n \geq 0\), \(\displaystyle L = \limsup_{n\to\infty} \left| {a_n}^{1/n} \right| < 1\). Choose \(q\) with \(L < q < 1\). Since \(\limsup \left| {a_n}^{1/n} \right| = L\), there exists \(N\) such that for all
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lorenz cid:1774917594525 1 230% 12d 7
nid:1774917594762 c1
Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\). Dann gilt:\[ \l...
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nid:1774917594762 Cloze c1
Q: Es sei \(f : \mathbb{D}(f) \to \mathbb{R}\). Dann gilt:\[ \lim_{x \to x_o} f(x) = L \] genau dann, wenn {{c1::für jede konvergente Folge \((x_n)_{n \in \mathbb{N}_0}\), welche gegen \(x_0\) konvergiert, gilt: \[ \lim_{n \to \infty} f(x_n) = L \]}}
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lorenz cid:1774917594762 1 230% 11d 10
nid:1774917595832 c2
R
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nid:1774917595832 Cloze c2
Cloze answer: R
Q: Eine Funktion \(f: {{c1::D}} \rightarrow {{c2::R}}\) hat {{c1::einen Definitionsbereich \(\text{domain}(f) = \mathbb{D}(f) = D\)}} und {{c2::einen Wertebereich \(\text{range/image}(f) = R\)}}.
A: Der Input heißt unabhängige Variable (Argument) und der Output abhängige Variable.
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lorenz cid:1774917595833 1 230% 9d 7
nid:1776774733437 c1
\(x_0 \in \mathbb{R}\) ist ein Häufungspunkt eines Intervall...
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nid:1776774733437 Cloze c1
Q: \(x_0 \in \mathbb{R}\) ist ein Häufungspunkt eines Intervalls \(D\) falls gilt {{c1::\[ \forall \epsilon > 0 \quad ((x_0 - \epsilon, x_0 + \epsilon) \setminus \{x_0\}) \cap D \neq \emptyset \]}}
A: Jedes Intervall um \(x_0\) hat mindestens einen Punkt, der nicht \(x_0\) ist.
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lorenz cid:1776774733438 1 230% 6d 6
nid:1774487165324
Welches Konvergenzkriterium wähle ich wann?
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nid:1774487165324
Q: Welches Konvergenzkriterium wähle ich wann?
A: Notwendiges Kriterium zuerst: \(a_n \to 0\)? Falls nein → divergiert sofort.Geometrisch/direkter Vergleich: Vergleichbar mit \(q^n\) oder \(1/n^s\)?Quotientenkriterium: Terme mit \(n!\), \(a^n\) oder einfachen Quotienten?Wurzelkriterium: Terme der Form \((\cdot)^n\) — mindestens so gut wie Quotient.Leibniz: Alternierende Reihe mit monoton fallenden \(|a_n| \to 0\)?Grenzwertkriterium: Ähnelt asymptotisc
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lorenz cid:1774487165324 1 230% 14d 10
nid:1776290100388 c1
\(\mathbb{Q}\) ist dicht in \(\mathbb{R}\) also {{c1::existi...
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nid:1776290100388 Cloze c1
Q: \(\mathbb{Q}\) ist dicht in \(\mathbb{R}\) also {{c1::existiert eine Folge \((a_n) \to x\), \((a_n) \subset \mathbb{Q}\) für alle \(x \in \mathbb{R}\)::Folge}}.Proof included
A: Äquivalent: Für alle \(a, b \in \mathbb{R}\) mit \(a < b\) existiert ein \(q \in \mathbb{Q}\) mit \(a < q < b\).Beweis: Sei \(x \in \mathbb{R}\). Für jedes \(n \in \mathbb{N}\) wähle \(q_n \in \mathbb{Q}\) mit \[x < q_n < x + \frac{1}{n}\]was nach der archimedischen Eigenschaft und der Existenz rationaler Zahlen zwischen je zwei reellen Zahlen möglich ist. Dann gilt \(|q_n - x| < \frac{1}{n}\), also \(q_n \to x\).
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lorenz cid:1776290100388 1 230% 8d 9
nid:1772928333495 c1
\[ \tan\!\left(\frac{2\pi}{3}\right) = {{c1::-\sqrt{3} }} \]
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Analysis
nid:1772928333495 Cloze c1
Q: \[ \tan\!\left(\frac{2\pi}{3}\right) = {{c1::-\sqrt{3} }} \]
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lorenz cid:1772928333496 1 230% 22d 10
nid:1774917595110 c1
Falls gilt \[{{c1:: \forall N > 0 \ \exists \delta > 0 \text...
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Analysis
nid:1774917595110 Cloze c1
Q: Falls gilt \[{{c1:: \forall N > 0 \ \exists \delta > 0 \text{ s.d. } \ \forall x \in C \ (0 < |x - c| < \delta \implies f(x) > N) }}\] hat \(f\) in \(c\) {{c2::den uneigentlichen Grenzwert \(\infty\) d.h. \(\lim_{x \to c} f(x) = \infty\)}}.
A: Das gleiche kann auch \(f(x) < -N\) für \(-\infty\) gelten.
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lorenz cid:1774917595110 1 230% 19d 7
nid:1774917595832 c1
D
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nid:1774917595832 Cloze c1
Cloze answer: D
Q: Eine Funktion \(f: {{c1::D}} \rightarrow {{c2::R}}\) hat {{c1::einen Definitionsbereich \(\text{domain}(f) = \mathbb{D}(f) = D\)}} und {{c2::einen Wertebereich \(\text{range/image}(f) = R\)}}.
A: Der Input heißt unabhängige Variable (Argument) und der Output abhängige Variable.
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lorenz cid:1774917595832 1 230% 11d 7
nid:1771973928582
Archimedisches Prinzip (Epsilon Variante)
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nid:1771973928582
Q: Archimedisches Prinzip (Epsilon Variante)
A: Für jedes \(\epsilon > 0\) existiert \(n \in \mathbb{N}\) mit \(\frac{1}{n} < \epsilon\).
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lorenz cid:1771973928582 1 230% 30d 11
nid:1772928333431 c1
\[ \sin\!\left(\frac{3\pi}{4}\right) = {{c1::\frac{\sqrt{2} ...
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Analysis
nid:1772928333431 Cloze c1
Q: \[ \sin\!\left(\frac{3\pi}{4}\right) = {{c1::\frac{\sqrt{2} }{2} }} \]
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lorenz cid:1772928333431 1 230% 33d 8
nid:1774487165599 c1
Sei \(\sum a_n\) {{c1::absolut konvergent und \(\phi: \mathb...
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nid:1774487165599 Cloze c1
Q: Sei \(\sum a_n\) {{c1::absolut konvergent und \(\phi: \mathbb{N}_0 \to \mathbb{N}_0\) eine Bijektion}}.Dann {{c2::konvergiert \(\sum a_{\phi(n)}\) ebenfalls absolut und:\[\sum_{n=0}^\infty a_n = \sum_{n=0}^\infty a_{\phi(n)}\]}}
A: Umordnungssatz für absolut konvergente Reihen (Dirichlet)Merke: Bei absolut konvergenten Reihen darf man frei umordnen.
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lorenz cid:1774918631827 1 230% 22d 7
nid:1772928333376 c1
\[ \cos\!\left(\frac{7\pi}{6}\right) = {{c1::-\frac{\sqrt{3}...
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Analysis
nid:1772928333376 Cloze c1
Q: \[ \cos\!\left(\frac{7\pi}{6}\right) = {{c1::-\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333376 1 230% 37d 8
nid:1771973928588 c4
Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \...
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Analysis
nid:1771973928588 Cloze c4
Q: Beweis: Für alle \(a < b\) in \(\mathbb{R}\) existiert ein \(\mathbb{Q}\) mit \(a < q < b\){{c1:: Wähle nach Archimedischem Prinzip \(n \in \mathbb{N}\) so dass \(\frac{1}{n} < b - a\).}}{{c2:: \(\frac{m}{n} \mid m \in \mathbb{Z}\) diese
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lorenz cid:1771973928588 1 230% 39d 7
nid:1773149513656 c1
Falls für eine Folge gilt:\[{{c1:: \forall M > 0 \ \exists N...
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Analysis
nid:1773149513656 Cloze c1
Q: Falls für eine Folge gilt:\[{{c1:: \forall M > 0 \ \exists N > 0 \text{ sodass } \forall n > N \ : \ a_n > M }}\] sagen wir, dass die Folge gegen unendlich divergiert und schreiben \(\lim_{n \rightarrow \infty} a_n = \infty\).
A: Genauso kann die Folge auch gegen \(-\infty\) divergieren.
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lorenz cid:1773149513656 1 230% 23d 12
nid:1774487165343 c1
Cauchy-Kriterium:\(\sum a_n\) konvergiert \(\iff\) für jedes...
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Analysis
nid:1774487165343 Cloze c1
Q: Cauchy-Kriterium:\(\sum a_n\) konvergiert \(\iff\) für jedes \(\varepsilon > 0\) existiert ein \(N\), so dass für alle \(n > m \geq N\) gilt: \[{{c1::\left|\sum_{k=m+1}^n a_k\right| = |S_n - S_m| < \varepsilon}}\] Proof Included
A: Direktes Cauchy-Kriterium auf die Partialsummenfolge.Man kann \(\sum_{k = m+1}^n a_k \) auch als \(S_n - S_{m} \) schreiben. Und für die Folge \(S_n\) gilt dann der Cauchy Satz. Falls also \(\exists N \in \mathbb{N}_0\) sodass \(\forall n > m > N gilt |S_n - S_m| < \epsilon\), konvergiert die Folge \(S_n\). Die gilt per Annahme und deswegen konvergiert \(S_n\). Da die Folge der Partialsummen konvergiert, konvergiert die Reihe.
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lorenz cid:1774487165343 1 230% 20d 10
nid:1774487165301 c2
Sei \(\sum a_n\) {{c1::bedingt konvergent und \(L \in \mathb...
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Analysis
nid:1774487165301 Cloze c2
Q: Sei \(\sum a_n\) {{c1::bedingt konvergent und \(L \in \mathbb{R} \cup \{+\infty, -\infty\}\)}}.Dann {{c2::gibt es eine Bijektion \(\phi\), so dass:\[\sum_{n=0}^\infty a_{\phi(n)} = L\]}}
A: (Riemannscher Umordnungssatz)Merke: Bedingt konvergente Reihen können durch Umordnung jeden Grenzwert annehmen!
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lorenz cid:1774631277518 1 230% 18d 10
nid:1774917594698 c1
x \mapsto f(x) \quad \forall x \in D'
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Analysis
nid:1774917594698 Cloze c1
Cloze answer: x \mapsto f(x) \quad \forall x \in D'
Q: Die Einschränkung (Restriktion) von \(f: \mathbb{D}(f) \to \mathbb{R}\) auf \(D' \subset \mathbb{D}(f)\) ist:\[ f\mid_{D'} : D' \to \mathbb{R}, \quad {{c1::x \mapsto f(x) \quad \forall x \in D'}}\]Gleiche Zuordnung, aber nur auf der Teilmenge \(D'\) definiert.
A: Man beachte, dass \(f\) und \(f\mid_{D'}\) a priori zwei verschiedene Funktionen sind. Beispiel \(\overline{f} : \mathbb{R}^+_0 \rightarrow \mathbb{R}^+_0\) \(f(x) = x^2\) ist bijektiv.
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lorenz cid:1774917594698 1 230% 16d 10
nid:1774138446824
Wie kann man einen Ausdruck in die Form von \(e^x\) bringen?
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Analysis
nid:1774138446824
Q: Wie kann man einen Ausdruck in die Form von \(e^x\) bringen?
A: Via \(\lim_{n \rightarrow \infty} (1 + \frac{x}{n})^n = e^x\). Beispiel: Zunächst formen wir um: \((\frac{n}{n + 1})^n = (\frac{n + 1}{n})^{-n}\). Dann trennen wir \((1 + \frac{1}{n})^{-n}\) und extrahieren den Exponenten \(((1 + \frac{1}{n})^n)^{-1}\). Schliesslich können wir den Limes berechnen und erhalten \(e^{-1}\).
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lorenz cid:1774138446825 1 230% 20d 11
nid:1774487165212 c5
Form Strategie
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nid:1774487165212 Cloze c5
Q: Form Strategie
A: (\(0\) und \(\infty\) sind hier Kurzschreibweisen für das Verhalten im Grenzwert: \(0\) steht für „geht gegen \(0\)" und \(\infty\) für „geht gegen \(\infty\)".)
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lorenz cid:1775072804338 1 230% 16d 7
nid:1774487165276
Welches Konvergenzkriterium ist stärker: das Wurzel- oder da...
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Analysis
nid:1774487165276
Q: Welches Konvergenzkriterium ist stärker: das Wurzel- oder das Quotientenkriterium?
A: Das Wurzelkriterium. Liefert der Quotient ein Ergebnis, so auch die Wurzel - aber nicht umgekehrt. In der Praxis ist das Quotientenkriterium oft bequemer, besonders bei \(n!\) oder Potenzen. Beide versagen bei \(\rho = 1\), z.B. bei \(p\)-Reihen.
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lorenz cid:1774487165276 1 230% 22d 11
nid:1772928333327 c1
\[ {{c1::\sin^2\theta + \cos^2\theta :: \text{Identity} }} =...
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Analysis
nid:1772928333327 Cloze c1
Q: \[ {{c1::\sin^2\theta + \cos^2\theta :: \text{Identity} }} = {{c2::1}} \]
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lorenz cid:1772928333327 1 230% 41d 8
nid:1772928333418 c1
\[ \sin\!\left(\frac{\pi}{3}\right) = {{c1::\frac{\sqrt{3} }...
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Analysis
nid:1772928333418 Cloze c1
Q: \[ \sin\!\left(\frac{\pi}{3}\right) = {{c1::\frac{\sqrt{3} }{2} }} \]
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lorenz cid:1772928333418 1 230% 28d 12
nid:1772928333410 c1
\[ \sin\!\left(\frac{\pi}{6}\right) = {{c1::\frac{1}{2} }} \...
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nid:1772928333410 Cloze c1
Q: \[ \sin\!\left(\frac{\pi}{6}\right) = {{c1::\frac{1}{2} }} \]
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lorenz cid:1772928333410 1 230% 42d 8
nid:1774138446942 c1
kleinste Häufungspunkt ; grösste Häufungspunkt
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Analysis
nid:1774138446942 Cloze c1
Cloze answer: kleinste Häufungspunkt ; grösste Häufungspunkt
Q: \(\liminf_{n \rightarrow \infty} a_n\) ist der {{c1:: kleinste Häufungspunkt }} von \((a_n)\).\(\limsup_{n \rightarrow \infty} a_n\) ist der {{c1:: grösste Häufungspunkt }} von \((a_n)\).
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lorenz cid:1774138446942 1 230% 29d 8
nid:1772928333491 c1
\[ \tan\!\left(\frac{\pi}{2}\right) = {{c1::\text{undefined}...
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nid:1772928333491 Cloze c1
Q: \[ \tan\!\left(\frac{\pi}{2}\right) = {{c1::\text{undefined} }} \]
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lorenz cid:1772928333491 1 230% 31d 11
nid:1774487165212 c1
L'Hôpital, kürzen, Taylor
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Analysis
nid:1774487165212 Cloze c1
Cloze answer: L'Hôpital, kürzen, Taylor
Q: Form Strategie
A: (\(0\) und \(\infty\) sind hier Kurzschreibweisen für das Verhalten im Grenzwert: \(0\) steht für „geht gegen \(0\)" und \(\infty\) für „geht gegen \(\infty\)".)
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lorenz cid:1774487165212 1 230% 38d 8
nid:1772928333518 c1
\[ \tan\!\left(\frac{4\pi}{3}\right) = {{c1::\sqrt{3} }} \]
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nid:1772928333518 Cloze c1
Q: \[ \tan\!\left(\frac{4\pi}{3}\right) = {{c1::\sqrt{3} }} \]
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lorenz cid:1772928333518 1 230% 48d 8
nid:1774487165225 c1
konvergente Teilfolgen
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Analysis
nid:1774487165225 Cloze c1
Cloze answer: konvergente Teilfolgen
Q: Eine divergente Folge kann trotzdem {{c1::konvergente Teilfolgen}} besitzen.
A: Beispiel: \(a_n = (-1)^n\) divergiert, aber \(a_{2n} = 1\) und \(a_{2n+1} = -1\) konvergieren.Umkehrung: Eine Folge konvergiert gegen \(L\) genau dann, wenn jede Teilfolge gegen \(L\) konvergiert.
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lorenz cid:1774487165228 1 230% 37d 8
nid:1772116353056
What is this?
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nid:1772116353056
Q: What is this?
A: Cross-Coupled Inverters.Has two stable states: \(Q=1\) or \(Q=0\).Has a third possible "metastable" state with both outputs oscillating between 0 and 1 (we will see this later).Not useful without a control mechanism for setting Q.
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lorenz cid:1772116353056 1 230% 39d 8
nid:1772117522575
Addressability?
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nid:1772117522575
Q: Addressability?
A: 3-bits
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lorenz cid:1772117522575 1 230% 34d 8
nid:1772114387917
How do we model a BUS as a circuit?
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nid:1772114387917
Q: How do we model a BUS as a circuit?
A: You can have two tri-state buffers: one driven by CPU, the other memory; and ensure at most one is enabled at any time.
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lorenz cid:1772114387917 1 230% 36d 8
nid:1772202497193 c2
# flip-flops, but not necessarily output logic or next state...
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nid:1772202497193 Cloze c2
Cloze answer: # flip-flops, but not necessarily output logic or next state logic
Q: {{c1::Binary Encoding (Full Encoding)}}: Use {{c3::the minimum possible number of}} bits {{c3::Use log₂(num_states) bits to represent the states}} Minimizes {{c2::# flip-flops, but not necessarily output l
A: Example state encodings: 00, 01, 10, 11
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lorenz cid:1772202497193 1 230% 35d 8
nid:1772202848055 c1
Output
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nid:1772202848055 Cloze c1
Cloze answer: Output
Q: {{c1::Output}} Encoding: Outputs are directly accessible in the state encodingFor the traffic light example, since we have 3 outputs (light color), encode state with 3 bits, wher
A: Example states: 001, 010, 100, 110Bit₀ encodes green light outputBit₁ encodes yellow light outputBit₂ encodes red light output
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lorenz cid:1772202848056 1 230% 33d 8
nid:1772201473957 c1
edge-triggered state element
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nid:1772201473957 Cloze c1
Cloze answer: edge-triggered state element
Q: A flip-flop is called an {{c1::edge-triggered state element}} because it captures data on the clock edge.
A: A latch is a level-triggered state element.
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lorenz cid:1772201473957 1 230% 32d 12
nid:1772200781530 c1
We need to store data at the beginning of every clock cycle
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nid:1772200781530 Cloze c1
Cloze answer: We need to store data at the beginning of every clock cycle
Q: Which properties do we need to implement a state register?{{c1::We need to store data at the beginning of every clock cycle}}{{c2::The data must be available during the entire clock cycle}}
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lorenz cid:1772200781531 1 230% 40d 8
nid:1772199886495 c1
length
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nid:1772199886495 Cloze c1
Cloze answer: length
Q: Combinational logic evaluates for the {{c1::length}} of the clock cycle.
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lorenz cid:1772199886495 1 230% 40d 8
nid:1772204350790 IO r2
[Image Occlusion region 2]
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nid:1772204350790 Cloze c2
Q: {{c1::image-occlusion:rect:left=.3893:top=.0178:width=.4877:height=.0674:oi=1}}{{c2::image-occlusion:rect:left=.5552:top=.3107:width=.4354:height=.1021:oi=1}}
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lorenz cid:1772204350791 1 230% 40d 8
nid:1772199856337 c1
synchronizes state changes
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nid:1772199856337 Cloze c1
Cloze answer: synchronizes state changes
Q: A clock {{c1::synchronizes state changes}} across many sequential circuit elements.
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lorenz cid:1772199856337 1 230% 51d 9
nid:1772117467823 c1
the address space
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nid:1772117467823 Cloze c1
Cloze answer: the address space
Q: The entire set of unique locations in memory is referred to as {{c1::the address space}}.
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lorenz cid:1772117467823 1 230% 57d 9
nid:1774631279995 c1
\(T_P \ge T_1 / p\); \(T_P \ge T_\infty\)
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PProg
nid:1774631279995 Cloze c1
Cloze answer: \(T_P \ge T_1 / p\); \(T_P \ge T_\infty\)
Q: The work law is {{c1::\(T_P \ge T_1 / p\)}} and the span law is {{c1::\(T_P \ge T_\infty\)}}.
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lorenz cid:1774631279995 1 230% 1d 6
nid:1774310311659
What speed-up bound does Gustafson's Law specify?
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PProg
nid:1774310311659
Q: What speed-up bound does Gustafson's Law specify?
A: Consider an infinite number of processors. Additionally, we assume that \(f < 1\), which is the same as saying the program has a parallel part. It follows that \(1 - f > 0\). \[ \begin{aligned} \lim_{P \to \infty} S_P &= f + P \cdot (1 - f) \\ &= f + (1 - f) \cdot \lim_{P \to \infty} P \\ &= \infty \end{aligned} \] Since \(P\) grows infinitely large and \(1 - f > 0\), \(S_P\) does not converge, meaning the speedup is unlimited.
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lorenz cid:1774310311659 1 230% 16d 7
nid:1774487167075 c1
Latency of the first element through a pipeline \(= {{c1::\s...
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nid:1774487167075 Cloze c1
Q: Latency of the first element through a pipeline \(= {{c1::\sum_{i} \text{time}(\text{stage}_i)}}\)
A: "Latency" by default refers to the first element. For a balanced pipeline this equals num_stages × max(stage_time).
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lorenz cid:1774487167075 1 230% 5d 9
nid:1774487167626
What does an exclusive parallel prefix sum compute?
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nid:1774487167626
Q: What does an exclusive parallel prefix sum compute?
A: For input array \(A[0..n-1]\), it produces output \(B\) where \(B[i] = \sum_{j=0}^{i-1} A[j]\) (sum of all elements before index \(i\)). So \(B[0] = 0\) always.Example: \(A = [3,1,4,1,5] → B = [0,3,4,8,9]\).
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lorenz cid:1774487167626 1 230% 9d 7
nid:1774487168256
What are the four necessary conditions for deadlock (Coffman...
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nid:1774487168256
Q: What are the four necessary conditions for deadlock (Coffman conditions)?
A: Mutual exclusion — at least one resource is held in non-shareable modeHold and wait — a thread holds at least one resource while waiting for anotherNo preemption — resources cannot be forcibly taken awayCircular wait — a cycle of threads each waiting for a resource held by the nextAll four must hold simultaneously. Breaking any one prevents deadlock.
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lorenz cid:1774487168256 1 230% 2d 8
nid:1771365476583 c2
a single answer from a collection via an associative operato...
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PProg
nid:1771365476583 Cloze c2
Cloze answer: a single answer from a collection via an associative operator
Q: {{c1::Reductions}} produce {{c2::a single answer from a collection via an associative operator}}. 
A: Examples: max, count, rightmost, sum.
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lorenz cid:1771365476593 1 230% 21d 7
nid:1774487167070 c1
the serial fraction \(f\) in Amdahl's Law
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PProg
nid:1774487167070 Cloze c1
Cloze answer: the serial fraction \(f\) in Amdahl's Law
Q: The span {{c2::\(T_\infty\)}} in a DAG corresponds to {{c1::the serial fraction \(f\) in Amdahl's Law}}.
A: (The longest chain of sequential dependencies that no amount of additional parallelism can overcome.)Designing parallel algorithms means decreasing span without increasing work too much - directly equivalent to reducing \(f\) in Amdahl's Law.
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lorenz cid:1774487167070 1 230% 2d 8
nid:1774487167926
Compare Big \(O\) of work, span and parallelism for these pa...
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PProg
nid:1774487167926
Q: Compare Big \(O\) of work, span and parallelism for these parallel quicksort strategies:Parallelize only the recursive callsAlso parallelize the partition step (via pack)
A: VariantWorkSpanParallelismParallel recursive calls only\(O(n \log n)\)
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lorenz cid:1774487167926 1 230% 9d 10
nid:1774487167931
Why is \(T_p \geq T_\infty\) a strict lower bound?
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PProg
nid:1774487167931
Q: Why is \(T_p \geq T_\infty\) a strict lower bound?
A: \(T_\infty\) is the length of the critical path - a chain of nodes where each depends on the previous. Even with infinite processors, these nodes must execute sequentially. No amount of parallelism can compress a dependency chain.
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lorenz cid:1774487167931 1 230% 2d 8
nid:1774487168266 c1
Bandwidth
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PProg
nid:1774487168266 Cloze c1
Cloze answer: Bandwidth
Q: {{c1::Bandwidth}} of a pipeline is {{c2::the amount of work being processed in parallel at any given time}}.
A: Distinct from throughput (items/time) and latency (time/item). Bandwidth captures how many elements are simultaneously in-flight across all stages.
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lorenz cid:1774487168266 1 230% 2d 8
nid:1774487167488 c4
Supports delayed and periodic task execution.
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PProg
nid:1774487167488 Cloze c4
Cloze answer: Supports delayed and periodic task execution.
Q: The four standard ExecutorService pool types:newFixedThreadPool(n) - {{c1::Fixed n threads; excess tasks are queued.}}newSingleThreadExecutor() - {{c2::Exactly 1 thread; tasks execute sequentially.}}new
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lorenz cid:1774631279572 1 230% 17d 7
nid:1774487167528 c3
steals a task from the back of another thread's deque (the o...
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users
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PProg
nid:1774487167528 Cloze c3
Cloze answer: steals a task from the back of another thread's deque (the oldest = largest task)
Q: How does the Fork/Join work-stealing scheduler work?Each worker thread has its own {{c1::deque (double-ended queue) of tasks}}.It processes {{c2::its own tasks LIFO from the front}}.When a thread runs out of work, it {{c3::steals 
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lorenz cid:1774631279612 1 230% 11d 7
nid:1774487167493 c2
atomicity of compound operations (e.g. i++)
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PProg
nid:1774487167493 Cloze c2
Cloze answer: atomicity of compound operations (e.g. i++)
Q: The Java volatile keyword guarantees {{c1::visibility, every read of a volatile field sees the most recent write by any thread}}, but does not guarantee {{c2::atomicity of compound operations (e.g. i++)}}.
A: Use volatile for simple flags (e.g. volatile boolean running). For compound operations, use synchronized or AtomicInteger.
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lorenz cid:1774487167493 1 230% 16d 7
nid:1771365476576 c1
livelock
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PProg
nid:1771365476576 Cloze c1
Cloze answer: livelock
Q: A {{c1::livelock}} is a situation in which {{c2::all threads starve by infinitely often trying to enter a critical section, but never succeeding}}. 
A: Similar to a deadlock, the system makes no real progress, although the threads execute statements/use CPU time.
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lorenz cid:1771365476585 1 230% 44d 8
nid:1774487168261
A pipeline has 4 stages with times [2, 4, 2, 2].Is it balanc...
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PProg
nid:1774487168261
Q: A pipeline has 4 stages with times [2, 4, 2, 2].Is it balanced? What is the throughput? What is the latency of the 1st element? Of the 3rd?
A: Balanced? No — stage 2 takes 4 units; others take 2. Bottleneck is stage 2.Throughput \(= 1/\max(2,4,2,2) = 1/4\) items per time unit.Latency (1st element) \(= 2+4+2+2 = 10\)Latency (3rd element) \(= 10 + (4-2)\cdot(3-1) = 10+4 = 14\)
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lorenz cid:1774487168261 1 230% 10d 10
nid:1772531107039 c1
notify()
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PProg
nid:1772531107039 Cloze c1
Cloze answer: notify()
Q: {{c1::notify()}} wakes the highest-priority thread closest to front of object's internal queue.
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lorenz cid:1772531107039 1 230% 33d 8
nid:1774917598731 c1
NEW; RUNNABLE; start()
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users
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PProg
nid:1774917598731 Cloze c1
Cloze answer: NEW; RUNNABLE; start()
Q: A newly created Java thread starts in the {{c1::NEW}} state and transitions to {{c1::RUNNABLE}} when {{c1::start()}} is called.
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lorenz cid:1774917598731 1 230% 14d 7
nid:1771365476510 c2
a property of a system: "nothing bad ever happens"
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PProg
nid:1771365476510 Cloze c2
Cloze answer: a property of a system: "nothing bad ever happens"
Q: A {{c1::safety property}} is {{c2::a property of a system: "nothing bad ever happens"}}. 
A: Can be violated in finite time.
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lorenz cid:1771365476513 1 230% 33d 8
nid:1771365476415 c1
Mutual exclusion
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PProg
nid:1771365476415 Cloze c1
Cloze answer: Mutual exclusion
Q: {{c1::Mutual exclusion}} means preventing {{c2::more than one thread from being in a critical section, i.e. to execute a piece of code, at a given moment in time}}.
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lorenz cid:1771365476420 1 230% 48d 8
nid:1771365476472 c2
how a Java/JVM thread is related to an operating system thre...
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users
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PProg
nid:1771365476472 Cloze c2
Cloze answer: how a Java/JVM thread is related to an operating system thread
Q: {{c1::Thread mapping}} describes {{c2::how a Java/JVM thread is related to an operating system thread}}. 
A: In native threading (most common), each JVM thread is mapped to a dedicated operating system thread. In green threading, the JVM maps several threads to a single operating system thread.
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lorenz cid:1771365476473 1 230% 47d 8
nid:1771365476475 c2
Locally reason about one thread at a time
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PProg
nid:1771365476475 Cloze c2
Cloze answer: Locally reason about one thread at a time
Q: Locality has several meanings in parallel programming:{{c2::Locally reason about one thread at a time}} (thread modularity) - simplifies correctness arguments.{{c3::Data locality}}: related memory locations are accessed shortly after each other - improves cache usage{{c
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lorenz cid:1771365476481 1 230% 29d 12
nid:1774487167037 c1
Pipeline throughput bound \(= {{c1::\dfrac{1}{\max_i(\text{s...
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users
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PProg
nid:1774487167037 Cloze c1
Q: Pipeline throughput bound \(= {{c1::\dfrac{1}{\max_i(\text{stage_time}_i)} }}\)(infinite stream, one execution unit per stage)
A: Throughput is limited by the slowest (bottleneck) stage. For a balanced pipeline all stage times are equal, so throughput = 1/stage_time.
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lorenz cid:1774487167037 1 230% 27d 8
nid:1774359475784 c1
T_1 / p + T_\infty
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PProg
nid:1774359475784 Cloze c1
Cloze answer: T_1 / p + T_\infty
Q: FJ work stealing scheduler: \[T_p = O({{c1::T_1 / p + T_\infty}})\]
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lorenz cid:1774359475784 1 230% 36d 8
nid:1774362467471 IO r2
[Image Occlusion region 2]
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PProg
nid:1774362467471 Cloze c2
Q: {{c1::image-occlusion:rect:left=.057:top=.0000:width=.9345:height=.9956}}{{c3::image-occlusion:rect:left=.057:top=.515:width=.9323:height=.4768}}{{c2::image-occlusion:rect:left=.057:top=.309:width=.9345:height=.6905}}
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lorenz cid:1774362467471 1 230% 43d 8
nid:1761029886806
If columns \(v_1, v_2, ..., v_n\) of \(A\) are linearly inde...
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users
290%
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LinAlg
nid:1761029886806
Q: If columns \(v_1, v_2, ..., v_n\) of \(A\) are linearly independent and \(A\lambda = A\mu = x\) are two ways of writing vector x as a linear combination of the vectors v then:
A: \(\lambda \ \text{and} \ \mu\) are the exact same vector of coefficients.Linear combinations are unique if all vectors are independent.
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niklas cid:1761029886806 1 290% 36d 9
nid:1761491477291
If \(F \models G\) in predicate logic, what can we conclude ...
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DiskMat
nid:1761491477291
Q: If \(F \models G\) in predicate logic, what can we conclude via validity?
A: If \(F\) is valid, then \(G\) is also valid. (Logical consequence preserves validity)
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niklas cid:1761491477292 1 230% 3d 5
nid:1761491477341
What is the cardinality of the power set of a finite set wit...
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users
260%
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DiskMat
nid:1761491477341
Q: What is the cardinality of the power set of a finite set with cardinality \(k\)?
A: \(|\mathcal{P}(A)| = 2^k\) (hence the alternative notation \(2^A\))
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niklas cid:1761491477342 1 260% 77d 6
nid:1761491477349
What are the idempotence laws for sets?
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users
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DiskMat
nid:1761491477349
Q: What are the idempotence laws for sets?
A: \(A \cap A = A\) \(A \cup A = A\)
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niklas cid:1761491477350 1 260% 83d 6
nid:1761491477351
What are the commutativity laws for sets?
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DiskMat
nid:1761491477351
Q: What are the commutativity laws for sets?
A: \(A \cap B = B \cap A\) \(A \cup B = B \cup A\)
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niklas cid:1761491477352 1 260% 29d 5
nid:1761491477439
What is the greatest lower bound (glb) of a subset \(S\) in ...
1
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users
230%
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DiskMat
nid:1761491477439
Q: What is the greatest lower bound (glb) of a subset \(S\) in a poset?
A: The greatest element (by the relation, not just integer ordering) of the set of all lower bounds of \(S\). Also called the infimum.
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niklas cid:1761491477440 1 230% 43d 9
nid:1761491477479
When does set \(B\) dominate set \(A\) (denoted \(A \preceq ...
1
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users
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DiskMat
nid:1761491477479
Q: When does set \(B\) dominate set \(A\) (denoted \(A \preceq B\))?
A: When \(A \sim C\) for some subset \(C \subseteq B\), or equivalently, when there exists an injection \(A \to B\).
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niklas cid:1761491477480 1 245% 70d 11
nid:1761491477481
What does it mean for a set \(A\) to be countable?
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DiskMat
nid:1761491477481
Q: What does it mean for a set \(A\) to be countable?
A: \(A \preceq \mathbb{N}\) (i.e., there exists an injection \(A \to \mathbb{N}\))
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niklas cid:1761491477482 1 260% 25d 8
nid:1761491477489
What are the two types of countable sets?
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DiskMat
nid:1761491477489
Q: What are the two types of countable sets?
A: \(A\) is countable if and only if \(A \sim \mathbb{N}\) or \(A \sim \mathbf{n}\) for some \(n \in \mathbb{N}\) (i.e., \(A\) is finite or equinumerous with \(\mathbb{N}\)). Conclusion: No cardinality level exists between finite and countably infinite.
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niklas cid:1761491477490 1 260% 49d 11
nid:1761491477505
What is a computable function \(f: \mathbb{N} \to \{0, 1\}\)...
1
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users
305%
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DiskMat
nid:1761491477505
Q: What is a computable function \(f: \mathbb{N} \to \{0, 1\}\)?
A: A function for which there exists a program that, for every \(n \in \mathbb{N}\), when given \(n\) as input, outputs \(f(n)\).
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niklas cid:1761491477506 1 305% 32d 10
nid:1761491477525
What fundamental property distinguishes finite from infinite...
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users
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DiskMat
nid:1761491477525
Q: What fundamental property distinguishes finite from infinite sets regarding proper subsets?
A: A finite set never has the same cardinality as one of its proper subsets. An infinite set can (e.g., \(\mathbb{N} \sim \mathbb{O}\) where \(\mathbb{O}\) is the set of odd numbers).
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niklas cid:1761491477526 1 275% 10d 8
nid:1762106939300
What is \(\text{gcd}(a, b)\)?
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DiskMat
nid:1762106939300
Q: What is \(\text{gcd}(a, b)\)?
A: The unique positive greatest common divisor of \(a\) and \(b\).
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niklas cid:1762106939301 1 245% 12d 7
nid:1762106939342 c1
 \(a \equiv_m R_m(a)\) (the remainder represents the equival...
1
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users
245%
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DiskMat
nid:1762106939342 Cloze c1
Cloze answer:  \(a \equiv_m R_m(a)\) (the remainder represents the equivalence class)
Q: What are the two key properties of the remainder function \(R_m\)? (Lemma 4.16)(i) {{c1:: \(a \equiv_m R_m(a)\) (the remainder represents the equivalence class)}}(ii) {{c2:: \(a \equiv_m b \Longleftrightarrow R_m(a) = R_m(b)\) (congru
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niklas cid:1762106939343 1 245% 33d 9
nid:1762106939348
State the Chinese Remainder Theorem (Theorem 4.19).
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DiskMat
nid:1762106939348
Q: State the Chinese Remainder Theorem (Theorem 4.19).
A: Let \(m_1, m_2, \dots, m_r\) be pairwise relatively prime integers and let \(M = \prod_{i=1}^{r} m_i\). For every list \(a_1, \dots, a_r\) with \(0 \leq a_i < m_i\), the system \[\begin{align} x &\equiv_{m_1} a_1 \\ x &\equiv_{m_2} a_2 \\ &\vdots \\ x &\equiv_{m_r} a_r \end{align}\] has a unique solution \(x\) satisfying \(0 \leq x < M\).Why unique: If there are two solutions, then, for all \(i\):\(x \equiv_{m_i} a_i\) and
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niklas cid:1762106939349 1 260% 88d 6
nid:1762106939370 c1
 \(a \equiv_m a\) since \(m \mid (a - a) = 0\) ✓
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users
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DiskMat
nid:1762106939370 Cloze c1
Cloze answer:  \(a \equiv_m a\) since \(m \mid (a - a) = 0\) ✓
Q: Verify that \(\equiv_m\) is reflexive, symmetric, and transitive.Reflexive: {{c1:: \(a \equiv_m a\) since \(m \mid (a - a) = 0\) ✓}}Symmetric: {{c2:: \(a \equiv_m b \Rightarrow m \mid (a-b) \Rightarrow m \mid (b-a) \Righ
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niklas cid:1762106939371 1 230% 45d 7
nid:1762856073563
Was ist eine konjugiert-transponierte (auch: Hermitesch-tran...
1
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users
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LinAlg
nid:1762856073563
Q: Was ist eine konjugiert-transponierte (auch: Hermitesch-transponierte) Matrix?
A: \( \mathbf{A}^* = (\overline{\mathbf{A}})^\top = \overline{\mathbf{A}^\top}\)
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niklas cid:1762856073563 1 260% 25d 10
nid:1762856073577 c1
symmetric
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users
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DiskMat
nid:1762856073577 Cloze c1
Cloze answer: symmetric
Q: A relation ρ on a set A is called {{c1::symmetric}} if {{c2::\( a \ \rho \ b \iff b \ \rho \ a\) is true, i.e. if \( \rho = \hat{\rho}\)}}
A: Examples: \( \equiv_m\), marriage
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niklas cid:1762856073578 1 245% 24d 6
nid:1762856073621 c1
meet of \(a\) and \(b\) (also denoted \(a \land b\)).
1
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DiskMat
nid:1762856073621 Cloze c1
Cloze answer: meet of \(a\) and \(b\) (also denoted \(a \land b\)).
Q: Consider the poset \((A;\preceq)\). If \(\{a,b\}\) have a {{c2::greatest lower bound}}, then it is called the {{c1::meet of \(a\) and \(b\) (also denoted \(a \land b\)).}}
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niklas cid:1762856073629 1 260% 71d 6
nid:1762856073628 c1
dominates (denoted \(A \preceq B\))
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DiskMat
nid:1762856073628 Cloze c1
Cloze answer: dominates (denoted \(A \preceq B\))
Q: The set \(B\) {{c1::dominates (denoted \(A \preceq B\))}} if {{c2::there exists an injective function \(A \rightarrow B\).}}
A: Example: \(f(x): \mathbb{N} \rightarrow \mathbb{R} = x\)
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niklas cid:1762856073642 1 245% 42d 5
nid:1762856073660 c2
\(\langle R, +, -, 0 \rangle\) is a commutative group
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215%
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DiskMat
nid:1762856073660 Cloze c2
Cloze answer: \(\langle R, +, -, 0 \rangle\) is a commutative group
Q: {{c1::A ring \(\langle R, +, -, 0, \cdot, 1 \rangle\)}} is an algebra with the properties that{{c2::\(\langle R, +, -, 0 \rangle\) is a commutative group}}{{c3::\(\langle R, \cdot, 1 \rangle\) is a monoid}}{{c4::\( a(b+c) = (ab) + (ac), (b+c)a = (ba)
A: Examples: \(\mathbb{Z}, \mathbb{R}\)
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niklas cid:1762856073673 1 215% 26d 7
nid:1762856074477 c2
closed Eulerian walk (Eulerzyklus)
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A&D
nid:1762856074477 Cloze c2
Cloze answer: closed Eulerian walk (Eulerzyklus)
Q: In graph theory, a {{c2::closed Eulerian walk (Eulerzyklus)}} is an {{c1::Eulerian walk (Eulerweg) that ends at the start vertex}}.
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niklas cid:1762856074510 1 245% 88d 7
nid:1762856074631 c2
expression using the propositional symbols \(A, B, C, \dots\...
1
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DiskMat
nid:1762856074631 Cloze c2
Cloze answer: expression using the propositional symbols \(A, B, C, \dots\) and logical operators \(\land, \lor, \lnot, \ldots\)
Q: An {{c2::expression using the propositional symbols \(A, B, C, \dots\) and logical operators \(\land, \lor, \lnot, \ldots\)}} is called a {{c1::formula (of propositional logic)}}.
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niklas cid:1762856074667 1 245% 5d 7
nid:1762856074659 c1
composite
1
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users
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DiskMat
nid:1762856074659 Cloze c1
Cloze answer: composite
Q: An integer greater than \(1\) that is not a prime is called {{c1::composite}}.
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niklas cid:1762856074691 1 245% 75d 5
nid:1762856074680 c1
The Fermat-Euler theorem states that for all \(m\ge 2\) and ...
1
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users
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DiskMat
nid:1762856074680 Cloze c1
Q: The Fermat-Euler theorem states that for all \(m\ge 2\) and all \(a\) with \(\gcd(a,m) = 1\),{{c1:: \[a^{\varphi(m)} \equiv_m 1\]and so in particular, for every prime \(p\) and every \(a\) not divisible by \(p\): \(a^{p-1} \equiv_p 1\).}}
A: We know \(a^{\operatorname{order}(a)} \equiv_m 1\). Since \(\operatorname{order}(a)\) divides \(| \mathbb{Z}_m^* | = \varphi(m)\) (Lagrange's), \(a^{\varphi(m)} \equiv_m a^{k \cdot \operatorname{order}(a)} \equiv_m (a^{\operatorname{order}(a)})^k \equiv_m 1^k \equiv_m 1\)This theorem is used for RSA.
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niklas cid:1762856074708 1 260% 26d 8
nid:1762856074690 c1
\(\det (A^{-1}) =\) {{c1::\((\det (A))^{-1}\)}} 
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users
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LinAlg
nid:1762856074690 Cloze c1
Q: \(\det (A^{-1}) =\) {{c1::\((\det (A))^{-1}\)}} 
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niklas cid:1762856074715 1 275% 9d 12
nid:1763362644469 c1
adjacent (adjazent oder benachbart)
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A&D
nid:1763362644469 Cloze c1
Cloze answer: adjacent (adjazent oder benachbart)
Q: In an edge \(e = \{u, v\}\), we call \(u\) {{c1::adjacent (adjazent oder benachbart)}} to \(v\) (and the other way around) and \(e\) {{c2::incident (inzident oder anliegend)}} to \(u, v\). 
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niklas cid:1763362644470 1 260% 223d 7
nid:1763363435750 c2
connected and has no cycles (Kreise)
1
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users
200%
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A&D
nid:1763363435750 Cloze c2
Cloze answer: connected and has no cycles (Kreise)
Q: A graph \(G\) is a {{c1::tree}} if it is {{c2::connected and has no cycles (Kreise)}}.
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niklas cid:1763363435750 1 200% 64d 8
nid:1763364155947 c2
the subgraph obtained after removing it (keeping the vertice...
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users
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A&D
nid:1763364155947 Cloze c2
Cloze answer: the subgraph obtained after removing it (keeping the vertices) is disconnected
Q: An edge in a connected graph is a {{c1::cut edge}} if {{c2::the subgraph obtained after removing it (keeping the vertices) is disconnected}}.
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niklas cid:1763364155947 1 245% 36d 8
nid:1763493474474
What do we need to state before using the decomposition of a...
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DiskMat
nid:1763493474474
Q: What do we need to state before using the decomposition of an \(n \in \mathbb{Z}\) into prime factors?
A: That this is allowed by the fundamental theorem of arithmetic.
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niklas cid:1763493474474 1 260% 18d 9
nid:1764746595604 c1
BFS
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A&D
nid:1764746595604 Cloze c1
Cloze answer: BFS
Q: We find the shortest walk in a graph using {{c1:: BFS}}.
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niklas cid:1764746595604 1 260% 140d 5
nid:1764859231354 c1
1 by definition
1
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DiskMat
nid:1764859231354 Cloze c1
Cloze answer: 1 by definition
Q: The order \(\text{ord}(e)\) of \(e \in G\) is {{c1:: 1 by definition}}.
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niklas cid:1764859231355 1 275% 33d 7
nid:1764859231539
When is a polynomial of degree \(2\) or \(3\) irreducible?
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DiskMat
nid:1764859231539
Q: When is a polynomial of degree \(2\) or \(3\) irreducible?
A: Corollary 5.30: A polynomial \(a(x)\) of degree \(2\) or \(3\) over a field \(F\) is irreducible if and only if it has no root. Important: This doesn't work for polynomials of higher degrees! A degree \(4\) polynomial might be the product of two irreducible degree \(2\) polynomials, each with no roots.
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niklas cid:1764859231540 1 245% 8d 4
nid:1764859231560
Which of the following are fields: \(\mathbb{Z}, \mathbb{Q},...
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DiskMat
nid:1764859231560
Q: Which of the following are fields: \(\mathbb{Z}, \mathbb{Q}, \mathbb{R}, \mathbb{C}, \mathbb{Z}_5, \mathbb{Z}_6, R[x]\)?
A: Fields: \(\mathbb{Q}, \mathbb{R}, \mathbb{C}, \mathbb{Z}_5\) (where \(5\) is prime) Not fields: - \(\mathbb{Z}\) (not all nonzero elements have multiplicative inverse, e.g., \(2\)) - \(\mathbb{Z}_6\) (since \(6\) is not prime, e.g., \(2\) has no inverse) - \(R[x]\) for any ring \(R\) (polynomials don't have multiplicative inverses)
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niklas cid:1764859231561 1 260% 7d 10
nid:1764859231579
Is \(F[x]_{m(x)}\) a monoid, group, ring, field?
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DiskMat
nid:1764859231579
Q: Is \(F[x]_{m(x)}\) a monoid, group, ring, field?
A: Lemma 5.35: \(F[x]_{m(x)}\) is a commutative ring with respect to addition and multiplication modulo \(m(x)\).
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niklas cid:1764859231580 1 260% 60d 7
nid:1764859231602 c2
The {{c2::output \((c_0, \dots, c_{n-1})\)}} of an encoding ...
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users
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DiskMat
nid:1764859231602 Cloze c2
Q: The {{c2::output \((c_0, \dots, c_{n-1})\)}} of an encoding function is called a {{c1::codeword}}.
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niklas cid:1764859231604 1 245% 17d 5
nid:1764860289620 c1
\(0a = 0\)
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DiskMat
nid:1764860289620 Cloze c1
Cloze answer: \(0a = 0\)
Q: In any ring \(\langle R; +, -, 0, \cdot, 1 \rangle\), and for all \(a, b \in R\) \(a0 =\) {{c1::\(0a = 0\)}}.
A: The zero (neutral of additive group) pulls all other elements to 0 by multiplication.\(0a=(0-0)a=0a-0a=0\)
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niklas cid:1764860289620 1 245% 21d 6
nid:1764860422155 c1
\(-(ab)\)
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DiskMat
nid:1764860422155 Cloze c1
Cloze answer: \(-(ab)\)
Q: In any ring \(\langle R; +, -, 0, \cdot, 1 \rangle\), and for all \(a, b \in R\) \((-a)b =\) {{c1::\(-(ab)\)}}. (Proof included)
A: Proof: \(ab+(−a)b=(a+(−a))b=0⋅b=0\)Since \((−a)b\) satisfies \(ab+(−a)b=0\), we have \((−a)b=−(ab\)). 
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niklas cid:1764860422155 1 275% 29d 8
nid:1764860775647 c1
 \(a \ | \ c\), i.e. the relation | is transitive
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DiskMat
nid:1764860775647 Cloze c1
Cloze answer:  \(a \ | \ c\), i.e. the relation | is transitive
Q: In any commutative ring:  If \(a \ | \ b\) and \(b \ | \ c\) then {{c1:: \(a \ | \ c\), i.e. the relation | is transitive}}.
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niklas cid:1764860775647 1 245% 8d 4
nid:1765194177649
What is the rank of a matrix?
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LinAlg
nid:1765194177649
Q: What is the rank of a matrix?
A: it is the number of independent columns, where independence is defined such that given a column vector \(v_j\) then \(v_j\) is not a linear combination of \(v_1, v_2 ... v_{j-1}\)
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niklas cid:1765194177649 1 260% 75d 7
nid:1765198200601
Runtime: Operations in an Adjacency List:
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A&D
nid:1765198200601
Q: Runtime: Operations in an Adjacency List:
A: 1. Check if \(uv \in E \): \(O(1 + \min\{\text{deg}(u), \text{deg}(v) \})\) (we have to check the smaller of the two adjacency lists2. Vertex \(u\), find all adjacent vertices: \(O(1+\text{deg}(u) )\)
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niklas cid:1765198200601 1 245% 26d 10
nid:1765294753798 c2
\(f \leq O(g)\) and \(f \neq \Theta(g)\)
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nid:1765294753798 Cloze c2
Cloze answer: \(f \leq O(g)\) and \(f \neq \Theta(g)\)
Q: If \(\frac{f(n)}{g(n)}\) tends to {{c1:: 0}}, then {{c2::\(f \leq O(g)\) and \(f \neq \Theta(g)\)}}
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niklas cid:1765294753799 1 230% 5d 8
nid:1765294947576 c1
\leq
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A&D
nid:1765294947576 Cloze c1
Cloze answer: \leq
Q: If \(f \leq O(h)\) and \(g \leq O(h)\), then \(f + g {{c1::\leq}} O(h)\).
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niklas cid:1765294947576 1 260% 19d 12
nid:1765295484756
When \(f \geq \Omega(g)\), this means what exactly?
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nid:1765295484756
Q: When \(f \geq \Omega(g)\), this means what exactly?
A: \(\exists C \ge 0 \quad \forall n \in \mathbb{N} \quad f(n) \ge C\cdot g(n)\)\(f\) grows asymptotically faster than \(g\)
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niklas cid:1765295484757 1 260% 2d 14
nid:1765296240804 c2
O(n!)
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nid:1765296240804 Cloze c2
Cloze answer: O(n!)
Q: Choose a tight bound!\({{c1::O(k^n)}} \leq {{c2::O(n!)}}\)
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niklas cid:1765296240805 1 230% 17d 4
nid:1765296364773 c2
O(n)
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A&D
nid:1765296364773 Cloze c2
Cloze answer: O(n)
Q: Choose a tight bound!\({{c1::O(\log(n))}}\leq {{c2::O(n)}}\)
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niklas cid:1765296364774 1 230% 17d 5
nid:1765297403833 c1
 \(b = \log_2(a)\)
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A&D
nid:1765297403833 Cloze c1
Cloze answer:  \(b = \log_2(a)\)
Q: Master Theorem: If {{c1:: \(b = \log_2(a)\)}} then {{c2:: \(T(n) \leq O(n^{\log_2 a} \cdot \log n)\)}}.
A: The recursive and non-recursive work is balanced.
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niklas cid:1765297403833 1 260% 51d 7
nid:1765297729656
For \(T(n) = 4T(n/2) + n\), which Master Theorem case applie...
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nid:1765297729656
Q: For \(T(n) = 4T(n/2) + n\), which Master Theorem case applies?
A: Because \(b = 1\) and \(\log_2(a) = \log_2 4 = 2 > b\), therefore \(T(n) = \Theta(n^2)\).
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niklas cid:1765297729656 1 230% 4d 5
nid:1765298206873 c2
\(O(n \log(n))\)
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nid:1765298206873 Cloze c2
Cloze answer: \(O(n \log(n))\)
Q: {{c1:: \(\sum_{i = 1}^{n} i\log(i)\)::Sum}}  \(\leq\) {{c2::\(O(n \log(n))\)::O-notation}} 
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niklas cid:1765298206875 1 260% 97d 6
nid:1765298610771
Provide the outline of an induction proof.
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nid:1765298610771
Q: Provide the outline of an induction proof.
A: We want to prove that ... for \(n \geq 5\)Base Case: Let \(n = 5\) .... So the property holds for \(n = 5\).Induction Hypothesis: We assume the property is true for some \(k \geq 5\)Induction Step: We must show that the property holds for \(k + 1\).By the principle of mathematical induction ... is true for all \(n \geq 5\).
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niklas cid:1765298610771 1 245% 57d 6
nid:1765301887927
How do we create a maxHeap?
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A&D
nid:1765301887927
Q: How do we create a maxHeap?
A: Insert the node \(v\) at the next free space in the tree, i.e. first to the left, then right (to conserve the tree structure). Then we restore the heap condition by reverse-“versickern” the element until it’s restored.Swap it with it’s parent nodes until the condition is restored.
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niklas cid:1765301887927 1 245% 3d 5
nid:1765300723241
Bubble Sort
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275%
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A&D
nid:1765300723241
Q: Bubble Sort
A: Best Case: \(O(n^2)\) (\(O(n)\) if checking for swaps and aborting early)Worst Case: \(O(n^2)\) 
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niklas cid:1765388610996 1 275% 47d 11
nid:1765300723241
Bubble Sort
1
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users
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A&D
nid:1765300723241
Q: Bubble Sort
A: Best Case: \(O(n^2)\) (\(O(n)\) if checking for swaps and aborting early)Worst Case: \(O(n^2)\) 
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niklas cid:1765388610998 1 245% 41d 7
nid:1765300949586
Selection Sort
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A&D
nid:1765300949586
Q: Selection Sort
A: Best Case: \(O(n^2)\)Worst Case: \(O(n^2)\)
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niklas cid:1765388611000 1 245% 45d 9
nid:1765653532362 c2
char
1
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EProg
nid:1765653532362 Cloze c2
Cloze answer: char
Q: The 8 primitve types of Java are:{{c1:: byte}}{{c2:: char}}{{c3:: short}}{{c4:: int}}{{c5:: long}}{{c6:: float}}{{c7:: double}}{{c8:: boolean}}
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niklas cid:1765653532368 1 245% 30d 7
nid:1765653532374 c1
copied
1
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users
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EProg
nid:1765653532374 Cloze c1
Cloze answer: copied
Q: Values given to a method in Java are always {{c1::copied}}.
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niklas cid:1765653532379 1 245% 44d 9
nid:1766000828773
What is the number of generators of \(\mathbb{Z}_{25}^* \)?
1
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users
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DiskMat
nid:1766000828773
Q: What is the number of generators of \(\mathbb{Z}_{25}^* \)?
A: \(\varphi(\varphi(25)) = |\mathbb{Z}_{\varphi(25)}| = |\mathbb{Z}_{20}| = 8\) ( 1, 3, 7, 9, 11, 13, 17, 19 )
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niklas cid:1766000828773 1 245% 10d 7
nid:1766245701439 c2
\(O(1)\) as we know the offset for each key
1
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users
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A&D
nid:1766245701439 Cloze c2
Cloze answer: \(O(1)\) as we know the offset for each key
Q: In an array we can:Insert in {{c1:: \(O(1)\) as we know the first empty cell in the array and can just write the key there}}Get in {{c2::\(O(1)\) as we know the offset for each key}}InsertAfter in {{c3::\(\Theta(l)\), since we ha
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niklas cid:1766245701441 1 245% 50d 4
nid:1766246034328 c1
previous and next element
1
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users
260%
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A&D
nid:1766246034328 Cloze c1
Cloze answer: previous and next element
Q: In a doubly linked list, we store a pointer to the {{c1:: previous and next element}} for each key.This increases {{c2::memory usage}} as a trade-off for {{c2:: speed}}.
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niklas cid:1766246034328 1 260% 29d 5
nid:1766246342851 c3
 \(O(1)\) if we get the memory address of the element to ins...
1
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users
275%
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A&D
nid:1766246342851 Cloze c3
Cloze answer:  \(O(1)\) if we get the memory address of the element to insert after.
Q: In a singly and doubly linked list, the operation:Insert is {{c1::\(\Theta(1)\) as we know the memory address of the final element in the list and just have to set the null pointer to the new keys address. Without this pointer it's \(\Th
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niklas cid:1766246342851 1 275% 37d 9
nid:1766248090341 c1
LIFO
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users
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A&D
nid:1766248090341 Cloze c1
Cloze answer: LIFO
Q: A stack is also called a {{c1:: LIFO}} queue.
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niklas cid:1766248090341 1 245% 21d 4
nid:1766319025292 c3
Describe the RSA protocol:{{c1:: Alice generates primes \(p\...
1
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users
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DiskMat
nid:1766319025292 Cloze c3
Q: Describe the RSA protocol:{{c1:: Alice generates primes \(p\) and \(q\)}}{{c2:: Set \(n = pq\) and \(f = \varphi(n) = (p - 1)(q - 1)\) }}{{c3:: Select \(e\): \(d \equiv_f e^{-1}\) the modular inverse (decryption)}}
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niklas cid:1766319025293 1 275% 15d 9
nid:1766319025292 c4
Send \(n\) and \(e\) to Bob
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users
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DiskMat
nid:1766319025292 Cloze c4
Cloze answer: Send \(n\) and \(e\) to Bob
Q: Describe the RSA protocol:{{c1:: Alice generates primes \(p\) and \(q\)}}{{c2:: Set \(n = pq\) and \(f = \varphi(n) = (p - 1)(q - 1)\) }}{{c3:: Select \(e\): \(d \equiv_f e^{-1}\) the modular inverse (decryption)}}
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niklas cid:1766319025297 1 245% 9d 4
nid:1766319174572 c1
Closure
1
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users
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DiskMat
nid:1766319174572 Cloze c1
Cloze answer: Closure
Q: A monoid has the following properties:{{c1::Closure}}{{c2::Associativity}}{{c3::Identity}}
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niklas cid:1766319174572 1 245% 3d 5
nid:1766319253408
An abelian group has the following properties:
1
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DiskMat
nid:1766319253408
Q: An abelian group has the following properties:
A: closureassociativityidentityinversecommutative
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niklas cid:1766319253408 1 245% 11d 4
nid:1766319397636
A field has the following properties:
1
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DiskMat
nid:1766319397636
Q: A field has the following properties:
A: Additive Group:closureassociativityidentityinversecommutativeMultiplicative group:closureassociativitydistributivityidentityno zero-divisorinverse
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niklas cid:1766319397636 1 245% 7d 6
nid:1766408177022 c1
meaning or semantics
1
lapses
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users
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DiskMat
nid:1766408177022 Cloze c1
Cloze answer: meaning or semantics
Q: The truth function \(\tau : \mathcal{S} \rightarrow \{0,1\}\) defines the {{c1:: meaning or semantics}} in \(\mathcal{S}\).
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niklas cid:1766408177022 1 275% 23d 8
nid:1766418002697 c2
an alphabet \(\Lambda\) (of allowed symbols); which strings ...
1
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users
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DiskMat
nid:1766418002697 Cloze c2
Cloze answer: an alphabet \(\Lambda\) (of allowed symbols); which strings in \(\Lambda^*\) are formulas (i.e. syntactically correct)
Q: The {{c1::syntax}} of a logic defines {{c2::an alphabet \(\Lambda\) (of allowed symbols)}} and specifies {{c2::which strings in \(\Lambda^*\) are formulas (i.e. syntactically correct)}}.
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niklas cid:1766418002700 1 275% 19d 7
nid:1766418002702 c2
An interpretation consists of {{c1::a set \(\mathcal{Z} \sub...
1
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users
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DiskMat
nid:1766418002702 Cloze c2
Q: An interpretation consists of {{c1::a set \(\mathcal{Z} \subseteq \Lambda\) of \(\Lambda\)}}, {{c2::a domain (a set of possible values) for each symbol in \(\mathcal{Z}\)}}, and {{c3::a function that assigns to each symbol in \(\mathcal{Z}\) a value in the a
A: A set of symbols \(\mathcal{Z} \subseteq \Lambda\) \(\Lambda\) is the "alphabet" or collection of all available symbols \(\mathcal{Z}\) is the subset of symbols we're actually interpreting A domain for each symbol For each symbol in \(\mathcal{Z}\), there's a set of possible values it could take Often the domain is defined in terms of the universe \(U\) where a symbol can be a fu
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niklas cid:1766418002710 1 260% 16d 7
nid:1766418002746 c2
\(F \lor G\); \(F \vdash G \lor F\)
1
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DiskMat
nid:1766418002746 Cloze c2
Cloze answer: \(F \lor G\); \(F \vdash G \lor F\)
Q: {{c1::\(F\) }} \(\vdash\) {{c2::\(F \lor G\)}} and {{c2::\(F \vdash G \lor F\)}} are valid derivation rules.
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niklas cid:1766418002790 1 215% 4d 5
nid:1766418002749 c1
\(F \rightarrow G\) is a tautology and thus that \(F \models...
1
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users
245%
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DiskMat
nid:1766418002749 Cloze c1
Cloze answer: \(F \rightarrow G\) is a tautology and thus that \(F \models G\)
Q: If in a sound calculus \(K\) one can derive \(G\) from the set of formulas \(F\) (\(F \vdash_K G\)), then one has proved that {{c1::\(F \rightarrow G\) is a tautology and thus that \(F \models G\)}}.
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niklas cid:1766418002795 1 245% 13d 7
nid:1766418002768
For DNF construction from truth table, which rows do you use...
1
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users
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DiskMat
nid:1766418002768
Q: For DNF construction from truth table, which rows do you use?
A: Rows evaluating to 1.
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niklas cid:1766418002825 1 245% 11d 4
nid:1766418002773 c2
clause
1
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users
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DiskMat
nid:1766418002773 Cloze c2
Cloze answer: clause
Q: The {{c1::empty set \(\emptyset\)}} is a {{c2::clause}}.
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niklas cid:1766418002831 1 260% 13d 5
nid:1766418002791 c2
\(k\) denotes the number of arguments of the predicate (the ...
1
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users
260%
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DiskMat
nid:1766418002791 Cloze c2
Cloze answer: \(k\) denotes the number of arguments of the predicate (the arity)
Q: A {{c1::predicate symbol}} is of the form {{c2::\(P_i^{(k)}\) with \(i, k \in \mathbb{N}\)}}, where {{c2::\(k\) denotes the number of arguments of the predicate (the arity)}}.
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niklas cid:1766418002863 1 260% 9d 7
nid:1766418002792 c1
A variable
1
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users
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DiskMat
nid:1766418002792 Cloze c1
Cloze answer: A variable
Q: A term is defined inductively: {{c1::A variable}} is a termif {{c2::\((t_1, \dots, t_k)\) are terms}}, then {{c3::\(f^{(k)}(t_1, \dots, t_k)\) is a term}}.
A: For \(k = 0\) one writes no parentheses (constants).
User Card ID Lapses Ease Interval Reviews
niklas cid:1766418002866 1 230% 4d 8
nid:1766418002817 c1
no existence quantifiers
1
lapses
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users
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DiskMat
nid:1766418002817 Cloze c1
Cloze answer: no existence quantifiers
Q: Skolem normal form has {{c1::no existence quantifiers}}.It is {{c2::equisatisfiable (not equivalent!)}} to the original formula.
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niklas cid:1766418002920 1 260% 13d 7
nid:1766418002818 c1
replacing all variables bound to an \(\exists\) by a functio...
1
lapses
1/4
users
245%
ease
DiskMat
nid:1766418002818 Cloze c1
Cloze answer: replacing all variables bound to an \(\exists\) by a function
Q: The Skolem transformation works by {{c1::replacing all variables bound to an \(\exists\) by a function}} whose arguments are {{c2::the universally quantified variables that precede it}}.
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niklas cid:1766418002922 1 245% 3d 6
nid:1766418002830 c1
no variable occurs both as a bound and as a free variable
1
lapses
1/4
users
245%
ease
DiskMat
nid:1766418002830 Cloze c1
Cloze answer: no variable occurs both as a bound and as a free variable
Q: Rectified form:{{c1::no variable occurs both as a bound and as a free variable}}{{c2::all quantifiers use distinct variable names}}
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niklas cid:1766418002938 1 245% 6d 5
nid:1766418002830 c2
all quantifiers use distinct variable names
1
lapses
1/4
users
245%
ease
DiskMat
nid:1766418002830 Cloze c2
Cloze answer: all quantifiers use distinct variable names
Q: Rectified form:{{c1::no variable occurs both as a bound and as a free variable}}{{c2::all quantifiers use distinct variable names}}
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niklas cid:1766418002939 1 245% 4d 8
nid:1766418355297 c2
the variables never appear in the same predicate
1
lapses
1/4
users
245%
ease
DiskMat
nid:1766418355297 Cloze c2
Cloze answer: the variables never appear in the same predicate
Q: We are allowed to swap quantifier order in a formula if:{{c1:: they are of the same type}}{{c2:: the variables never appear in the same predicate}}
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niklas cid:1766418355297 1 245% 5d 5
nid:1766484505751 c2
insert(x, W) Insert the key x into W, as long as it’s not sa...
1
lapses
1/4
users
245%
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A&D
nid:1766484505751 Cloze c2
Cloze answer: insert(x, W) Insert the key x into W, as long as it’s not saved there yet
Q: The ADT Dictionary implements the following methods:{{c1::search(x, W) returns the position of the key x in memory}}{{c2::insert(x, W) Insert the key x into W, as long as it’s not saved there yet}}{{c3::delete(x, W) find and delete
User Card ID Lapses Ease Interval Reviews
niklas cid:1766484505753 1 245% 33d 4
nid:1766484756595 c4
\(O(\log n)\)
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users
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A&D
nid:1766484756595 Cloze c4
Cloze answer: \(O(\log n)\)
Q: Search   Insertion   Deletion Non-sorted array   {{c1::\(O(n)\)}} {{c2::\(O(1)\)}} {
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niklas cid:1766484756597 1 230% 31d 6
nid:1766484876704 c1
\(O(h)\), where \(h\) is the height
1
lapses
1/4
users
245%
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A&D
nid:1766484876704 Cloze c1
Cloze answer: \(O(h)\), where \(h\) is the height
Q: The runtime of search in a binary tree is {{c1::\(O(h)\), where \(h\) is the height}}.
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niklas cid:1766484876704 1 245% 42d 6
nid:1766495679168
Subset Sum (Teilsummenproblem)
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users
260%
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A&D
nid:1766495679168
Q: Subset Sum (Teilsummenproblem)
A: \(\Theta(n \cdot b)\) (Pseudo-Polynomial)
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niklas cid:1766495679169 1 260% 9d 12
nid:1766496919198
Longest Ascending Subsequence (Längste Aufsteigende Teilfolg...
1
lapses
1/4
users
260%
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A&D
nid:1766496919198
Q: Longest Ascending Subsequence (Längste Aufsteigende Teilfolge)
A: \(\Theta(n \log n)\)
User Card ID Lapses Ease Interval Reviews
niklas cid:1766496919198 1 260% 20d 7
nid:1766500164961
How can we find a cross edge via DFS?
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users
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A&D
nid:1766500164961
Q: How can we find a cross edge via DFS?
A: If we find vertex with both pre- and post-values set, there's a cross edge.
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niklas cid:1766500164961 1 245% 24d 6
nid:1766500713117 c1
an adjacency list is better; an adjacency matrix is better
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users
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A&D
nid:1766500713117 Cloze c1
Cloze answer: an adjacency list is better; an adjacency matrix is better
Q: Which datastructure is best for DFS?In a sparse graph {{c1:: an adjacency list is better}}, in a dense graph {{c1:: an adjacency matrix is better}}.
A: \(|E| \geq |V|^2 / 10\), then DFS has the same runtime in the worst-case using adjacency matrices or lists as \(|V| + |E| \leq |V| + |V|^2 \)which is \(O(n^2)\).
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niklas cid:1766500713117 1 245% 34d 8
nid:1766523328098
BFS (Breadth First Search)
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users
260%
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A&D
nid:1766523328098
Q: BFS (Breadth First Search)
A: \(O(|V|+|E|)\) (Adjacency List)
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niklas cid:1766523328099 1 260% 30d 8
nid:1766524219271
Dijkstra's Algorithm
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lapses
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users
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A&D
nid:1766524219271
Q: Dijkstra's Algorithm
A: \(O((|V| + |E|) \log |V|)\) (or \(O(|V|^2)\)The runtime is calculated from \(O(n + (\#\text{extract-min} + \#\text{decrease-key}) \cdot \log n)\)  which gives \(O((n + m) \cdot \log n)\).
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niklas cid:1766524219271 1 260% 19d 8
nid:1766524219271
Dijkstra's Algorithm
1
lapses
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users
230%
ease
A&D
nid:1766524219271
Q: Dijkstra's Algorithm
A: \(O((|V| + |E|) \log |V|)\) (or \(O(|V|^2)\)The runtime is calculated from \(O(n + (\#\text{extract-min} + \#\text{decrease-key}) \cdot \log n)\)  which gives \(O((n + m) \cdot \log n)\).
User Card ID Lapses Ease Interval Reviews
niklas cid:1766524328968 1 230% 12d 7
nid:1766568238909 c1
never contains a vertex already in the MST
1
lapses
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users
230%
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A&D
nid:1766568238909 Cloze c1
Cloze answer: never contains a vertex already in the MST
Q: Prim's Algorithm Invariants: The priority queue \(H = V \setminus S\) (\(V\) set of all vertices, \(S\) vertices currently in the MST) {{c1::never contains a vertex already in the MST}}.
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niklas cid:1766568238910 1 230% 5d 3
nid:1766568909602
Kruskal's Algorithm
1
lapses
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users
230%
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A&D
nid:1766568909602
Q: Kruskal's Algorithm
A: \(O(|E| \log |E| + |V| \log |V|)\)Outer loop: Iterate \(|E|\) times at most:Inner loop: find and union take \(O(\log |V|)\) per call amortised, thus \(O(|V| \log |V|)\) total.
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niklas cid:1766568909604 1 230% 5d 3
nid:1766574057724 c1
always negative \(\leq 0\)
1
lapses
1/4
users
260%
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A&D
nid:1766574057724 Cloze c1
Cloze answer: always negative \(\leq 0\)
Q: The height \(h(v)\) in Johnson's Algorithm is {{c1::always negative \(\leq 0\)}}.
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niklas cid:1766574057725 1 260% 36d 6
nid:1766742464527 IO r1
[Image Occlusion region 1]
1
lapses
1/4
users
230%
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A&D
nid:1766742464527 Cloze c1
Q: {{c5::image-occlusion:rect:left=.592:top=.4403:width=.0786:height=.0963:oi=1}}{{c10::image-occlusion:rect:left=.5847:top=.571:width=.0859:height=.0963:oi=1}}{{c12::image-occlusion:rect:left=.444:top=.6983:width=.0786:height=.0963:oi=1}}{{c3::image-occlusion:rect:left=.7912:top=.313:width
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niklas cid:1766742464536 1 230% 3d 2
nid:1764744892590 c2
spanning, it connects all vertices
1
lapses
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users
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A&D
nid:1764744892590 Cloze c2
Cloze answer: spanning, it connects all vertices
Q: A Minimum Spanning Tree is a subgraph of a {{c1:: connected, undirected, weighted}} graph that fullfills:{{c2:: spanning, it connects all vertices}}{{c3:: acylic, it's a tree}}{{c4:: minimal, the sum of all edge weights in the Tree is minimal}}
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niklas cid:1766992688141 1 230% 3d 2
nid:1767084587767 c2
 \((\lambda v) \cdot w = \lambda (v \cdot w)\) (scalars move...
1
lapses
1/4
users
230%
ease
LinAlg
nid:1767084587767 Cloze c2
Cloze answer:  \((\lambda v) \cdot w = \lambda (v \cdot w)\) (scalars move freely)
Q: Scalar product properties: \(u, v, w \in \mathbb{R}^m\) be vectors and \(\lambda \in \mathbb{R}\) a scalar.{{c1::\(v \cdot w = w \cdot v\) (symmetry / commutatitivity}}{{c2:: \((\lambda v) \cdot w = \lambda (v \cdot w)\) (scalars move freely)}}
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niklas cid:1767084587769 1 230% 10d 4
nid:1767087495269 c1
The {{c2::independent}} columns of \(A\), {{c1::span the col...
1
lapses
1/4
users
245%
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LinAlg
nid:1767087495269 Cloze c1
Q: The {{c2::independent}} columns of \(A\), {{c1::span the column space \(\textbf{C}(A)\) of \(A\)}}.
A: Proven by induction, adding elements that are a linear combination of other ones doesn't change span, thus we can iteratively remove the dependent columns.Lemma 2.11
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niklas cid:1767087495271 1 245% 19d 7
nid:1767439652577
What is the inverse of \(A = \begin{bmatrix} a & b \\ c & d ...
1
lapses
1/4
users
245%
ease
LinAlg
nid:1767439652577
Q: What is the inverse of \(A = \begin{bmatrix} a & b \\ c & d \end{bmatrix}\)?
A: \[A^{-1} = \frac{1}{ad - bc} \begin{bmatrix} d & -c \\ -b & a \end{bmatrix}\]
User Card ID Lapses Ease Interval Reviews
niklas cid:1767439652577 1 245% 5d 5
nid:1767888505024 IO r3
[Image Occlusion region 3]
1
lapses
1/4
users
260%
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EProg
nid:1767888505024 Cloze c3
Q: {{c1::image-occlusion:rect:left=.2281:top=.3427:width=.0814:height=.2045:oi=1}}{{c2::image-occlusion:rect:left=.3053:top=.345:width=.1142:height=.2067:oi=1}}{{c3::image-occlusion:rect:left=.1625:top=.5221:width=.0693:height=.2181:oi=1}}{{c4::image-occlusion:rect:left=.1625:top=.713:width
User Card ID Lapses Ease Interval Reviews
niklas cid:1767888505024 1 260% 22d 10
nid:1767888505024 IO r6
[Image Occlusion region 6]
1
lapses
1/4
users
260%
ease
EProg
nid:1767888505024 Cloze c6
Q: {{c1::image-occlusion:rect:left=.2281:top=.3427:width=.0814:height=.2045:oi=1}}{{c2::image-occlusion:rect:left=.3053:top=.345:width=.1142:height=.2067:oi=1}}{{c3::image-occlusion:rect:left=.1625:top=.5221:width=.0693:height=.2181:oi=1}}{{c4::image-occlusion:rect:left=.1625:top=.713:width
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niklas cid:1767888505025 1 260% 14d 11
nid:1767888762979 c1
&& is false
1
lapses
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users
245%
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EProg
nid:1767888762979 Cloze c1
Cloze answer: && is false
Q: Java has short circuiting for the && and || operators.This means that if the left of {{c1:: && is false}} then the right isn't even executed{{c2:: || is true}} then the right i
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niklas cid:1767888762980 1 245% 21d 6
nid:1768138841525 c2
There is an \(m \times m\) matrix \(B\) such that \(BA = I\)...
1
lapses
1/4
users
230%
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LinAlg
nid:1768138841525 Cloze c2
Cloze answer: There is an \(m \times m\) matrix \(B\) such that \(BA = I\).
Q: Three equivalent statements:{{c1::\(T_A : \mathbb{R}^m \rightarrow \mathbb{R}^m\) is bijective.::Transformation}}{{c2::There is an \(m \times m\) matrix \(B\) such that \(BA = I\).}}{{c3::The columns of \(A\) are linearly independent.}}
A: The third one can be derived from the fact that if \(BA = I\), there  is only a single \(x \in \mathbb{R}^m\) such that \(A \textbf{x} = 0\).It is also intuitively clear that if not all columns were linearly independent, we'd actually have a tall linear transformation and would be losing information.
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niklas cid:1768138841525 1 230% 4d 4
nid:1768138841525 c3
The columns of \(A\) are linearly independent.
1
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users
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LinAlg
nid:1768138841525 Cloze c3
Cloze answer: The columns of \(A\) are linearly independent.
Q: Three equivalent statements:{{c1::\(T_A : \mathbb{R}^m \rightarrow \mathbb{R}^m\) is bijective.::Transformation}}{{c2::There is an \(m \times m\) matrix \(B\) such that \(BA = I\).}}{{c3::The columns of \(A\) are linearly independent.}}
A: The third one can be derived from the fact that if \(BA = I\), there  is only a single \(x \in \mathbb{R}^m\) such that \(A \textbf{x} = 0\).It is also intuitively clear that if not all columns were linearly independent, we'd actually have a tall linear transformation and would be losing information.
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niklas cid:1768138841526 1 230% 6d 7
nid:1768140101247 c1
\(R = MA\); \(M\) invertible
1
lapses
1/4
users
245%
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LinAlg
nid:1768140101247 Cloze c1
Cloze answer: \(R = MA\); \(M\) invertible
Q: For RREF on \(A, I\) we get \(R, M\) with the property that {{c1::\(R = MA\)::equation}} and {{c1::\(M\) invertible:: property of M}}.
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niklas cid:1768140101247 1 245% 16d 6
nid:1768146369419 c2
The {{c1::set of independent columns of \(A\)}} is {{c2::a b...
1
lapses
1/4
users
245%
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LinAlg
nid:1768146369419 Cloze c2
Q: The {{c1::set of independent columns of \(A\)}} is {{c2::a basis of the column space \(\textbf{C}(A)\)}}.
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niklas cid:1768146369420 1 245% 22d 6
nid:1768146519592 c1
has a basis \(B \subseteq G\)
1
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users
230%
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LinAlg
nid:1768146519592 Cloze c1
Cloze answer: has a basis \(B \subseteq G\)
Q: Let \(V\) be a finitely generated vector space and let \(G \subseteq V\) be a finite subset with \(\textbf{Span}(G) = V\). Then \(V\) {{c1::has a basis \(B \subseteq G\)}}.
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niklas cid:1768146519592 1 230% 6d 8
nid:1768210767870 c1
that is closest to \(b\)
1
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1/4
users
230%
ease
LinAlg
nid:1768210767870 Cloze c1
Cloze answer: that is closest to \(b\)
Q: The projection of a vector \(b \in \mathbb{R}^m\) onto a subspace \(S\) (of \(\mathbb{R}^m\)) is the point in \(S\) {{c1::that is closest to \(b\)}}. In other words \[ \text{proj}_S(b) = {{c1:: \text{argmin}_{p \in S} ||b - p|| }}\]
A: Where \(b = p + e \implies b - p = e\), with \(e\) the error.
User Card ID Lapses Ease Interval Reviews
niklas cid:1768210767870 1 230% 1d 8
nid:1768240573172 IO r6
[Image Occlusion region 6]
1
lapses
1/4
users
230%
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A&D
nid:1768240573172 Cloze c6
Q: {{c1::image-occlusion:rect:left=.264:top=.1517:width=.4676:height=.1291:oi=1}}{{c2::image-occlusion:rect:left=.264:top=.3156:width=.4709:height=.1018:oi=1}}{{c3::image-occlusion:rect:left=.264:top=.4472:width=.472:height=.1043:oi=1}}{{c4::image-occlusion:rect:left=.2662:top=.5764:width=.
User Card ID Lapses Ease Interval Reviews
niklas cid:1768240573177 1 230% 3d 2
nid:1768302182238
What is the pseudoinverse in the case where \(A \in \mathbb{...
1
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1/4
users
245%
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LinAlg
nid:1768302182238
Q: What is the pseudoinverse in the case where \(A \in \mathbb{R}^{n \times m}\) has independent rows?
A: Because \(rank(A) = r = m\) and thus \(n \geq m\)\(C(A)\) spans \(\mathbb{R}^m\) (columns span the space)\(R(A) \subseteq\) \(\mathbb{R}^n\)There could be multiple \(x \in \mathbb{R}^n\) that map to \(T_A(x) = b\). We pick the one with the smallest norm \(||x||^2\).We know \(x = x_r + x_n\) for \(x_r \in R(A)\) and \(x_n \in N(A)\) thus we pick \(x = x_r + 0\) to get
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niklas cid:1768302182238 1 245% 7d 6
nid:1768302385713 c1
For \(A \in \mathbb{R}^{m \times n}\) with \(\text{rank}(A) ...
1
lapses
1/4
users
230%
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LinAlg
nid:1768302385713 Cloze c1
Q: For \(A \in \mathbb{R}^{m \times n}\) with \(\text{rank}(A) = m\), we define the pseudo-inverse \(A^\dagger \in \mathbb{R}^{n \times m}\) as:\[ A^\dagger = {{c1::A^\top (A A^\top)^{-1} }}\]
A: For an \(A\) with full column-rank, we basically define, \(A^\dagger\) as the transpose of the pseudoinverse of the transpose:
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niklas cid:1768302385713 1 230% 3d 5
nid:1768303179258 c1
any full rank (not just CR)
1
lapses
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users
230%
ease
LinAlg
nid:1768303179258 Cloze c1
Cloze answer: any full rank (not just CR)
Q: We can compute the pseudoinverse from the {{c1:: any full rank (not just CR)}} factorisation of \(A\).
A: Note to Lorenz: Leave the "the" in, it's for maximum confusion .
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niklas cid:1768303179258 1 230% 2d 4
nid:1769360147747
Extra memory requirements of Heapsort?
1
lapses
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users
230%
ease
A&D
nid:1769360147747
Q: Extra memory requirements of Heapsort?
A: \(O(1)\) as we simply arrange the array into a heap.
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niklas cid:1769360147747 1 230% 5d 5
nid:1769376963519 c1
always a subtype of the static type
1
lapses
1/4
users
245%
ease
EProg
nid:1769376963519 Cloze c1
Cloze answer: always a subtype of the static type
Q: The dynamic type is {{c1::always a subtype of the static type}}.
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niklas cid:1769376963519 1 245% 6d 6
nid:1769377883253 c1
casting to the static type of the parent
1
lapses
1/4
users
230%
ease
EProg
nid:1769377883253 Cloze c1
Cloze answer: casting to the static type of the parent
Q: We can access the parent's attribute of a subclass by {{c1:: casting to the static type of the parent}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1769377883253 1 230% 2d 5
nid:1769445714054
The depth \(h\) of a seach tree of any comparison-based algo...
1
lapses
1/4
users
230%
ease
A&D
nid:1769445714054
Q: The depth \(h\) of a seach tree of any comparison-based algorithm satisfies which bound?
A: \(h \geq \Omega(\log n)\) this is information theoretically the least amount of comparisons necessary.Note that \(h \not \leq O(n)\) necessarily as we could have a really stupid algorithm that compares thrice for example.
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niklas cid:1769445714055 1 230% 2d 4
nid:1769445882673
Can (g, h) ever be in an MST? Prove it:
1
lapses
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users
230%
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A&D
nid:1769445882673
Q: Can (g, h) ever be in an MST? Prove it:
A: No, because it's the heaviest edge in the cycle.If there was an MST containing it, we could remove it and replace it by another edge in the cycle.Then we preserve the tree property yet it's weight is strictly lower.
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niklas cid:1769445882674 1 230% 2d 4
nid:1771363788400 c1
eindeutig bestimmte Kenngrössen
1
lapses
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users
260%
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Analysis
nid:1771363788400 Cloze c1
Cloze answer: eindeutig bestimmte Kenngrössen
Q: Maximum und Minimum sind {{c1::eindeutig bestimmte Kenngrössen}} einer Menge, sofern {{c2::sie existieren}}.
A: (Es gibt nur ein Maximum und ein Minimum)
User Card ID Lapses Ease Interval Reviews
niklas cid:1771363788400 1 260% 155d 9
nid:1771364277468 c2
some form of orchestration via threads
1
lapses
1/4
users
245%
ease
PProg
nid:1771364277468 Cloze c2
Cloze answer: some form of orchestration via threads
Q: {{c1::Synchronisation}} is {{c2::some form of orchestration via threads}}. 
A: Typically used to prevent bad interleavings.
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niklas cid:1771364277507 1 245% 30d 4
nid:1771364277503 c3
increasing utilisation of a CPU's functional units
1
lapses
1/4
users
245%
ease
PProg
nid:1771364277503 Cloze c3
Cloze answer: increasing utilisation of a CPU's functional units
Q: {{c1::Instruction level parallelism (ILP)}} is {{c2::CPU-internal parallelisation}} of independent instructions, with the goal of improving performance by {{c3::increasing utilisation of a CPU's functional units}}.
User Card ID Lapses Ease Interval Reviews
niklas cid:1771364277613 1 245% 31d 4
nid:1771364277511 c2
any resource (memory location, input source, output sink) sh...
1
lapses
1/4
users
230%
ease
PProg
nid:1771364277511 Cloze c2
Cloze answer: any resource (memory location, input source, output sink) shared by more than one thread
Q: A {{c1::shared resource}} is {{c2::any resource (memory location, input source, output sink) shared by more than one thread}}.
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niklas cid:1771364277641 1 230% 26d 7
nid:1771364277512 c3
additional management information
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users
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PProg
nid:1771364277512 Cloze c3
Cloze answer: additional management information
Q: Process context includes:{{c1::CPU state (registers, program counter)}}{{c2::program state (stack, heap, resource handles)}}{{c3::additional management information}}. 
A: A thread also has a context, but it is typically much smaller.
User Card ID Lapses Ease Interval Reviews
niklas cid:1771364277644 1 230% 11d 5
nid:1771364277518 c2
a management process, e.g. on the operating system level, th...
1
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users
245%
ease
PProg
nid:1771364277518 Cloze c2
Cloze answer: a management process, e.g. on the operating system level, that performs context switches
Q: A {{c1::scheduler}} is {{c2::a management process, e.g. on the operating system level, that performs context switches}}. 
A: I.e. it interrupts/pauses/sends to sleep the currently running process (or thread), performs a context switch, and selects the next process (or thread) to run.
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niklas cid:1771364277668 1 245% 36d 6
nid:1771366536186 c1
eine Brücke
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nid:1771366536186 Cloze c1
Cloze answer: eine Brücke
Q: Sei \(G = (V, E)\) ein zusammenhängender Graph. Ist \(\{x, y\} \in E\) {{c1::eine Brücke::Eigenschaft?}}, so gilt: \({{c2::\deg(x) = 1}}\) oder {{c3::\(x\) ist Artikulationsknoten}}.
A: (und analog für \(y\))Aber die Umkehrung gilt nicht!
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niklas cid:1771366536187 1 230% 8d 5
nid:1771366536198 c1
\(k\)-kanten-zusammenhängend
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users
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nid:1771366536198 Cloze c1
Cloze answer: \(k\)-kanten-zusammenhängend
Q: Ein Graph \(G = (V, E)\) heisst {{c1::\(k\)-kanten-zusammenhängend}}, falls {{c2::für alle Teilmengen \(X \subseteq E\) mit \(|X| < k\) gilt: Der Graph \((V, E \setminus X)\) ist zusammenhängend}}.
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niklas cid:1771366536214 1 260% 78d 6
nid:1771535790926 c3
m
1
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users
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nid:1771535790926 Cloze c3
Cloze answer: m
Q: Die um {{c1::die Berechnung von \(low[]\)}} ergänzte {{c2::Tiefensuche}} berechnet in einem zusammenhängenden Graphen alle Artikulationsknoten und Brücken in Zeit \(O({{c3::m}})\).
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niklas cid:1771535790928 1 260% 55d 5
nid:1771872607246
What is this?
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users
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DDCA
nid:1771872607246
Q: What is this?
A: A NOT gate/inverter.The bubble indicates inversion.
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niklas cid:1771872607246 1 215% 5d 4
nid:1771872607256
How can we build NAND from OR and NOT?
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users
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DDCA
nid:1771872607256
Q: How can we build NAND from OR and NOT?
A: NAND is equivalent to OR with inputs complemented.\(B=\overline{(XY)}=\overline X + \overline Y\)
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niklas cid:1771872607256 1 260% 27d 7
nid:1771872607259 c1
0V
1
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users
290%
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DDCA
nid:1771872607259 Cloze c1
Cloze answer: 0V
Q: On the p-type transistor, the circuit is closed when the gate is supplied with {{c1::0V}}.
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niklas cid:1771872607260 1 290% 13d 14
nid:1771872607271 c1
"lookup tables" to perform logic functions
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users
245%
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DDCA
nid:1771872607271 Cloze c1
Cloze answer: "lookup tables" to perform logic functions
Q: Multiplexers can be used as {{c1::"lookup tables" to perform logic functions}}.
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niklas cid:1771872607271 1 245% 85d 5
nid:1771872607276
How can we make an AND gate?
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nid:1771872607276
Q: How can we make an AND gate?
A: We make an AND gate using one NAND gate and one NOT gate:
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niklas cid:1771872607276 1 245% 31d 5
nid:1771872607296 c1
X
1
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users
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DDCA
nid:1771872607296 Cloze c1
Cloze answer: X
Q: \(X + X \bullet Y = {{c1::X}}\)
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niklas cid:1771872607298 1 230% 17d 5
nid:1771872607312 c1
X \bullet Y
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users
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nid:1771872607312 Cloze c1
Cloze answer: X \bullet Y
Q: \((X + \overline{Y}) \bullet Y ={{c1:: X \bullet Y}}\)
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niklas cid:1771872607312 1 260% 27d 7
nid:1771872607320 c1
I; 0; (holes carry charge); 0; I; (electrons carry charge)
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nid:1771872607320 Cloze c1
Cloze answer: I; 0; (holes carry charge); 0; I; (electrons carry charge)
Q: MOS transistors are imperfect switches.pMOS transistors pass {{c1::I}}'s well but {{c1::0}}'s poorly {{c1::(holes carry charge)}}.nMOS transistors pass {{c1::0}}'s well but {{c1::I}}'s poorly {{c1::(electrons carry charge)}}.
A: This is why AND is built with NAND + NOT.
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niklas cid:1771872607320 1 260% 40d 7
nid:1771872607339 c2
Kernel-level thread: Managed by the OS
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PProg
nid:1771872607339 Cloze c2
Cloze answer: Kernel-level thread: Managed by the OS
Q: The three levels of threads:{{c1::User-level thread: Managed by the application using a thread library}}{{c2::Kernel-level thread: Managed by the OS}}{{c3::CPU-level thread}}
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niklas cid:1771872607340 1 245% 34d 6
nid:1771872607379 c1
an actual execution thread
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users
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PProg
nid:1771872607379 Cloze c1
Cloze answer: an actual execution thread
Q: Each call to start() method of a Thread object creates {{c1::an actual execution thread}}.
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niklas cid:1771872607379 1 260% 104d 5
nid:1771872607385 c2
instruction stream (independent execution units within a pro...
1
lapses
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users
260%
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PProg
nid:1771872607385 Cloze c2
Cloze answer: instruction stream (independent execution units within a process)
Q: Each thread has its own {{c1::execution stack (method calls, local variables)}} and {{c2::instruction stream (independent execution units within a process)}}.
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niklas cid:1771872607386 1 260% 13d 8
nid:1771872607479 IO r3
[Image Occlusion region 3]
1
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users
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PProg
nid:1771872607479 Cloze c3
Q: {{c1::image-occlusion:rect:left=.5516:top=.2782:width=.1174:height=.0851:oi=1}}{{c2::image-occlusion:rect:left=.3149:top=.504:width=.1095:height=.0818:oi=1}}{{c2::image-occlusion:rect:left=.2425:top=.7396:width=.2562:height=.0785:oi=1}}{{c3::image-occlusion:rect:left=.7726:top=.504:width
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niklas cid:1771872607479 1 230% 2d 4
nid:1771872607479 IO r2
[Image Occlusion region 2]
1
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PProg
nid:1771872607479 Cloze c2
Q: {{c1::image-occlusion:rect:left=.5516:top=.2782:width=.1174:height=.0851:oi=1}}{{c2::image-occlusion:rect:left=.3149:top=.504:width=.1095:height=.0818:oi=1}}{{c2::image-occlusion:rect:left=.2425:top=.7396:width=.2562:height=.0785:oi=1}}{{c3::image-occlusion:rect:left=.7726:top=.504:width
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niklas cid:1771872607481 1 230% 2d 4
nid:1771969055150 c2
 \(A \neq \emptyset\), \(B \neq \emptyset\);  \(\forall a \i...
1
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users
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Analysis
nid:1771969055150 Cloze c2
Cloze answer:  \(A \neq \emptyset\), \(B \neq \emptyset\);  \(\forall a \in A \ \forall b \in B \ : \ a \leq b\)
Q: Ordnungsvollständigkeit:Seien \(A, B \subseteq \mathbb{R}\), sodass {{c2:: \(A \neq \emptyset\), \(B \neq \emptyset\)}} {{c2:: \(\forall a \in A \ \forall b \in B \ : \ a \leq b\)}} Dann {{c1:: gibt es ein \(c \in \mathbb{R}\), sodass \[ \foral
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niklas cid:1771969055150 1 260% 153d 7
nid:1771969257001 c1
2|xy|
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Analysis
nid:1771969257001 Cloze c1
Cloze answer: 2|xy|
Q: Youngsche UngleichungFür jedes \(x, y \in \mathbb{R}\), \(\epsilon > 0\) gilt: \[ {{c1:: 2|xy| }} \leq {{c2:: \epsilon x^2 + \frac{1}{\epsilon} y^2 }}\]Proof Included
A: Proof: Setze \(\gamma = \sqrt{\epsilon} > 0\). OBDA gelte \(x \cdot y \geq 0\). \[ 0 \leq (\gamma x - \frac{y}{\gamma})^2 = \gamma^2 x^2 - 2x\cdot y + \frac{1}{\gamma^2}y^2 \]
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niklas cid:1771969257001 1 275% 140d 9
nid:1771969381133
Dreiecksungleichung (Vektoren)
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users
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Analysis
nid:1771969381133
Q: Dreiecksungleichung (Vektoren)
A: Für alle \(x, y, z \in \mathbb{R}^n\) gilt: \[ ||x - z|| \leq ||x - y|| + ||y - z|| \]wo \(||x||\) die euklidische Norm von \(x\) ist.
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niklas cid:1771969381133 1 230% 101d 7
nid:1771969600985 c1
|z|^2
1
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users
245%
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Analysis
nid:1771969600985 Cloze c1
Cloze answer: |z|^2
Q: Für \(z \in \mathbb{C}\) gilt:   \(z \cdot \bar{z} = {{c1:: |z|^2 }}\)
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niklas cid:1771969600985 1 245% 109d 5
nid:1771969965872 c1
 \(r = |z| \ge 0\) und \(\varphi \in (-\pi, \pi]\) der Polar...
1
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users
275%
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Analysis
nid:1771969965872 Cloze c1
Cloze answer:  \(r = |z| \ge 0\) und \(\varphi \in (-\pi, \pi]\) der Polarwinkel \(\arg(z)\) (Argument) ist
Q: In der Polarform wird \(z = a + ib\) als {{c1:: \(r \cdot e^{i \varphi}\)}} dargestellt wo {{c1:: \(r = |z| \ge 0\) und \(\varphi \in (-\pi, \pi]\) der Polarwinkel \(\arg(z)\) (Argument) ist::Def. r und Winkel}}.
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niklas cid:1771969965872 1 275% 45d 8
nid:1772209100380 IO r1
[Image Occlusion region 1]
1
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users
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nid:1772209100380 Cloze c1
Q: {{c3::image-occlusion:rect:left=.1591:top=.8923:width=.7185:height=.0742}}{{c2::image-occlusion:rect:left=.3252:top=.7428:width=.5272:height=.0923}}{{c1::image-occlusion:rect:left=.0549:top=.1782:width=.9041:height=.1203}}{{c4::image-occlusion:rect:left=.1645:top=.4824:width=.1234:height
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niklas cid:1772209100382 1 260% 41d 7
nid:1772209100471 c1
Cheap (one bit costs only one transistor plus one capacitor)
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users
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DDCA
nid:1772209100471 Cloze c1
Cloze answer: Cheap (one bit costs only one transistor plus one capacitor)
Q: Pros and cons of Dynamic RAM (DRAM){{c1::Cheap (one bit costs only one transistor plus one capacitor)}}{{c2::Slower, reading destroys content (refresh), needs special process for manufacturing}}
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niklas cid:1772209100472 1 260% 29d 7
nid:1772209100485 IO r2
[Image Occlusion region 2]
1
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users
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DDCA
nid:1772209100485 Cloze c2
Q: {{c1::image-occlusion:rect:left=.0089:top=.5477:width=.2313:height=.092}}{{c2::image-occlusion:rect:left=.0059:top=.8424:width=.7046:height=.1459}}
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niklas cid:1772209100485 1 245% 22d 5
nid:1772209100529
How do we determine the number of OR gates in a PLA? 
1
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users
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nid:1772209100529
Q: How do we determine the number of OR gates in a PLA? 
A: The number of output columns in the truth table.
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niklas cid:1772209100529 1 245% 6d 5
nid:1772209100544
What is the Uniting Theorem?
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users
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DDCA
nid:1772209100544
Q: What is the Uniting Theorem?
A: \(F=A\overline B+AB\)
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niklas cid:1772209100545 1 230% 2d 4
nid:1772209100565 c1
Q (inverse at Q')
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nid:1772209100565 Cloze c1
Cloze answer: Q (inverse at Q')
Q: R-S LatchData is stored at {{c1::Q (inverse at Q')}}S and R are {{c2::control inputs}} In quiescent (idle) state, {{c3::both S and R are held at 1}}S (set): {{c4::drive S to 0 (keeping R at 1) to change Q to 1}}R (reset): {{c4::drive R to 0 (k
A: S and R should not both be 0 at the same time.
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niklas cid:1772209100567 1 230% 2d 4
nid:1772569386183 c1
einen augmentierenden Pfad
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nid:1772569386183 Cloze c1
Cloze answer: einen augmentierenden Pfad
Q: Jedes Matching, das nicht {{c2::(kardinalitäts-)maximal}} ist, besitzt {{c1::einen augmentierenden Pfad}}.Theorem name included
A: (Berge, 1957)
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niklas cid:1772569386183 1 260% 21d 8
nid:1772569386183 c2
(kardinalitäts-)maximal
1
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users
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nid:1772569386183 Cloze c2
Cloze answer: (kardinalitäts-)maximal
Q: Jedes Matching, das nicht {{c2::(kardinalitäts-)maximal}} ist, besitzt {{c1::einen augmentierenden Pfad}}.Theorem name included
A: (Berge, 1957)
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niklas cid:1772569386184 1 260% 21d 6
nid:1772569386187
Wie funktioniert der Algorithmus um ein maximales Matching z...
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nid:1772569386187
Q: Wie funktioniert der Algorithmus um ein maximales Matching zu finden?
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niklas cid:1772569386187 1 275% 14d 9
nid:1772569386190 c2
Ein Matching \( M \) heisst {{c1::perfektes Matching}}, wenn...
1
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users
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nid:1772569386190 Cloze c2
Q: Ein Matching \( M \) heisst {{c1::perfektes Matching}}, wenn {{c2::jeder Knoten durch genau eine Kante aus \( M \) überdeckt wird, oder, anders ausgedrückt, wenn \( |M| = \frac{|V|}{2}\)}}.
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niklas cid:1772569386191 1 245% 48d 4
nid:1772569386198 c1
Jede Kante in \( M_{\text{Greedy}} \) kann höchstens {{c1::z...
1
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users
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nid:1772569386198 Cloze c1
Q: Jede Kante in \( M_{\text{Greedy}} \) kann höchstens {{c1::zwei Kanten aus \( M_{\text{max} } \)}} überdecken.
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niklas cid:1772569386198 1 245% 13d 8
nid:1772569386201
Inklusionsmaximal? Kardinalitätsmaximal?
1
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nid:1772569386201
Q: Inklusionsmaximal? Kardinalitätsmaximal?
A: Sowohl als auch.
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niklas cid:1772569386201 1 245% 39d 4
nid:1772569386222 c1
|V| \cdot |E|
1
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users
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nid:1772569386222 Cloze c1
Cloze answer: |V| \cdot |E|
Q: In bipartiten Graphen kann man in Zeit \( O({{c1::|V| \cdot |E|}}) \) ein perfektes Matching bestimmen. Ist dies optimal?
A: Note, es geht mit Hopcroft-Karp in \(O(\sqrt{|V|} \cdot |E|)\) schneller.Augmentierende-Pfade-AlgorithmusMan startet mit einem beliebigen Matching und sucht iterativ \(M\)-augmentierende PfadeDiese baut schichtweise einen Layer-Graphen auf: \(L_0\) sind die unüberdeckten Knoten in \(A\), ungerade Schichten erreicht man über Kanten in \(E \setminus M\), gerade über Kanten in \(M\). Findet man einen unüberdeckten Knoten in \(B\), liefert
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niklas cid:1772569386222 1 230% 5d 11
nid:1772569386236 c1
|E|
1
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users
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nid:1772569386236 Cloze c1
Cloze answer: |E|
Q: In \( 2^k \)-regulären bipartiten Graphen kann man in Zeit \( O({{c1::|E|}}) \) ein perfektes Matching bestimmen.
A: Satz 1.54 - Eulertour-basierter Algorithmus\(2^k\)-regulärer bipartiter Graph ist eulersch (alle Knoten haben geraden Grad).In jeder Zusammenhangskomponente berechnet man eine Eulertour in \(O(|E|)\)Dann läuft man diese ab und entfernt jede zweite Kante. Der verbleibende Graph ist \(2^{k-1}\)-regulär. Nach \(k\) Iterationen ist der Graph \(2^0 = 1\)-regulär, also selbst ein perfektes Matching. Die Gesamtl
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niklas cid:1772569386236 1 230% 1d 5
nid:1772569386178 c2
es kein Matching \( M' \) gibt mit \( M \subseteq M' \) und ...
1
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users
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nid:1772569386178 Cloze c2
Cloze answer: es kein Matching \( M' \) gibt mit \( M \subseteq M' \) und \( |M'| > |M| \)
Q: Ein Matching \( M \subseteq E \) ist ein {{c1::inklusionsmaximales Matching}}, wenn {{c2::es kein Matching \( M' \) gibt mit \( M \subseteq M' \) und \( |M'| > |M| \)}}.
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niklas cid:1772570517431 1 245% 43d 5
nid:1772698768089 c1
einen Häufungspunkt, der mit dem Grenzwert übereinstimmt
1
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users
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Analysis
nid:1772698768089 Cloze c1
Cloze answer: einen Häufungspunkt, der mit dem Grenzwert übereinstimmt
Q: Jede konvergente Folge hat genau {{c1:: einen Häufungspunkt, der mit dem Grenzwert übereinstimmt}}.
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niklas cid:1772698768090 1 290% 129d 12
nid:1772783275475
Wahr oder falsch?Für zwei Knoten \( a, b \) eines Graphen se...
1
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users
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nid:1772783275475
Q: Wahr oder falsch?Für zwei Knoten \( a, b \) eines Graphen sei \( a \sim b \) genau dann, wenn \( a = b \) gilt oder wenn \( a \) und \( b \) auf einem gemeinsamen Kreis liegen. Dann ist \( \sim \) eine Äquivalenzrelation.
A: Falsch.
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niklas cid:1772783275475 1 245% 20d 4
nid:1772783275526 c1
0
1
lapses
1/4
users
260%
ease
Analysis
nid:1772783275526 Cloze c1
Cloze answer: 0
Q: \(\forall x \in \mathbb{R}: \lim_{n\to\infty} \frac{x^n}{n!} ={{c1::0}}\)
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niklas cid:1772783275527 1 260% 128d 9
nid:1772783275528 c1
1
1
lapses
1/4
users
275%
ease
Analysis
nid:1772783275528 Cloze c1
Cloze answer: 1
Q: \(\lim_{n\to\infty} n^{1/n} ={{c1::1}}\)
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niklas cid:1772783275528 1 275% 154d 9
nid:1772788241820 c1
\[ \sin\!\left(\frac{2\pi}{3}\right) = {{c1::\frac{\sqrt{3} ...
1
lapses
1/4
users
260%
ease
Analysis
nid:1772788241820 Cloze c1
Q: \[ \sin\!\left(\frac{2\pi}{3}\right) = {{c1::\frac{\sqrt{3} }{2} }} \]
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niklas cid:1772788241821 1 260% 47d 6
nid:1772885493204 c1
\sin x \cos y \pm \cos x \sin y
1
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users
260%
ease
Analysis
nid:1772885493204 Cloze c1
Cloze answer: \sin x \cos y \pm \cos x \sin y
Q: \[sin(x \pm y) = {{c1:: \sin x \cos y \pm \cos x \sin y }}\]
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niklas cid:1772885493204 1 260% 86d 7
nid:1773134608434 c1
eindeutigen
1
lapses
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users
245%
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Analysis
nid:1773134608434 Cloze c1
Cloze answer: eindeutigen
Q: Eine konvergente Folge besitzt genau einen {{c1::eindeutigen}} Grenzwert.Proof Included
A: Proof For contradiction, assume there are \(A, B\) limits.Then there exists \(N_A \in \mathbb{N}\) such that \(\forall n > N_A \ : \ |a_n - A| < \frac{\epsilon}{2}\) There must also be \(N_B\) such that \(\forall n > N_B \ : \ |a_n - B| < \frac{\epsilon}{2}\)But then for \(N := \max \{N_A, N_B\}\) it holds that \(n > N\) \(|A - B| \le |A - a_n| + |a_n -B| < \frac{\epsilon}{2} + \frac{\epsilon}{2} = \epsilon\). As this hold
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niklas cid:1773134608434 1 245% 4d 5
nid:1773420068085 c1
3/2-Approximation Metrisches TSP Bestimme minimalen Spannb...
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users
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nid:1773420068085 Cloze c1
Q: 3/2-Approximation Metrisches TSP Bestimme minimalen Spannbaum \(T\)es gilt: \( \ell(T) \leq \text{opt}(K_n, \ell) \) ' \(X:=\) Knoten mit ungeradem Grad in \(T\)Bestimme minimales Matching \(M\) für \(X\) es gilt: \
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niklas cid:1773420068085 1 245% 10d 8
nid:1773420068117
Wahr oder falsch?Jeder Graph ohne Dreieck hat eine chromatis...
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nid:1773420068117
Q: Wahr oder falsch?Jeder Graph ohne Dreieck hat eine chromatische Zahl von höchstens 100.
A: FalschSiehe Mycielski-Konstruktion.Konstruktion:Aus \(G_k = (V_k, E_k)\) mit \(V_k = \{v_1,\ldots,v_n\}\) bilde \(G_{k+1}\):Füge Knoten \(w_1,\ldots,w_n, z\) hinzu. \(w_i\) ist mit allen Nachbarn von \(v_i\) verbunden (aber nicht mit \(v_i\) selbst). \(z\) ist mit allen \(w_i\) verbunden.Der neue Graph ist dreiecksfrei und braucht eine Farbe mehr als \(G_k\).
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niklas cid:1773420068117 1 245% 3d 8
nid:1773420068133 c1
k+1
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nid:1773420068133 Cloze c1
Cloze answer: k+1
Q: Gilt für die (gewählte) Reihenfolge \(|N(v_i) \cap \{v_1, \ldots, v_{i-1}\}| \leq k\)     \(\forall\, 2 \leq i \leq n\), dann benötigt der Greedy-Algorithmus höchstens \({{c1::k+1}}\) viele Farben.
A: Heuristik:\(v_n\) := Knoten vom kleinsten Grad. Lösche \(v_n\).\(v_{n-1}\) := Knoten vom kleinsten Grad im Restgraph. Lösche \(v_{n-1}\). Iteriere.Falls \(G=(V,E)\) erfüllt:In jedem Subgraphen gibt es einen Knoten mit Grad \(\leq k\)\(\Rightarrow\) Heuristik liefert Reihenfolge \(v_1,\ldots,v_n\) für die der Greedy-Algorithmus höchstens \(k+1\) Farben benötigt
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niklas cid:1773420068136 1 230% 2d 7
nid:1773420068135 c1
3/2-Approximation Metrisches TSP Bestimme minimalen Spannb...
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users
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nid:1773420068135 Cloze c1
Q: 3/2-Approximation Metrisches TSP Bestimme minimalen Spannbaum \(T\)es gilt: \( \ell(T) \leq \text{opt}(K_n, \ell) \) ' {{c1::\(X:=\) Knoten mit ungeradem Grad in \(T\)Bestimme minimales Matching \(M\) für \(X\) es gilt:&
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niklas cid:1773420068138 1 245% 23d 6
nid:1773773841684 c1
|V| + |E|
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nid:1773773841684 Cloze c1
Cloze answer: |V| + |E|
Q: Einen 3-färbbaren Graphen kann man in Zeit \(O({{c1::|V| + |E|}})\) mit \(O({{c2::\sqrt{|V|} }})\) Farben färben.
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niklas cid:1773773841685 1 230% 1d 5
nid:1774005500952 c1
Für eine {{c1:: monotone Folge reeller Zahlen \((a_n)_{n \in...
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Analysis
nid:1774005500952 Cloze c1
Q: Für eine {{c1:: monotone Folge reeller Zahlen \((a_n)_{n \in \mathbb{N}_0}\)}} gilt: Sie konvergiert genau dann, wenn {{c2::sie beschränkt ist}}.
A: (Weierstrass)Falls die Folge monoton wachsend ist, gilt: \[ \lim_{n \rightarrow \infty} a_n = \sup \{a_n \mid n \in \mathbb{N}_0\} \]Falls die Folge monoton fallend ist, gilt:\[\lim_{n \rightarrow \infty} a_n = \inf \{ a_n \mid n \in \mathbb{N}_0\}\]
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niklas cid:1774005500953 1 230% 17d 12
nid:1774005965819 c2
\((a_n)_{n \in \mathbb{N}_0}\) {{c1::eine konvergente Folge:...
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Analysis
nid:1774005965819 Cloze c2
Q: \((a_n)_{n \in \mathbb{N}_0}\) {{c1::eine konvergente Folge::Property}} \(\Longleftrightarrow\) \[ \lim_{n \rightarrow \infty} a_n = {{c2:: \limsup_{n \rightarrow \infty} a_n = \liminf_{n \rightarrow \infty} a_n }}\]
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niklas cid:1774005965819 1 215% 18d 6
nid:1774006045853 c2
für unendlich viele Elemente \(A - \epsilon < a_n < A + \eps...
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users
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Analysis
nid:1774006045853 Cloze c2
Cloze answer: für unendlich viele Elemente \(A - \epsilon < a_n < A + \epsilon\) gilt.
Q: Sei \((a_n)_{n \in \mathbb{N}_0}\) eine beschränkte Folge mit \(A = \limsup_{n \rightarrow \infty} a_n\). Dann ist \(A\) ein Häufungspunkt und für alle \(\epsilon > 0\) gilt, dass:{{c1::es nur endlich viele Elemente \(a_n\) gibt, für welche \(a_n \ge A + \e
A: Eine analoge Aussage gilt auch für den Limes inferior.
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niklas cid:1774006045855 1 215% 19d 6
nid:1774006491519 c1
beschränkt
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users
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Analysis
nid:1774006491519 Cloze c1
Cloze answer: beschränkt
Q: Jede Cauchy-Folge ist {{c1:: beschränkt}}.
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niklas cid:1774006491519 1 260% 48d 7
nid:1774474839885 c1
Sei \(\sum a_n\) {{c1::bedingt konvergent und \(L \in \mathb...
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users
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Analysis
nid:1774474839885 Cloze c1
Q: Sei \(\sum a_n\) {{c1::bedingt konvergent und \(L \in \mathbb{R} \cup \{+\infty, -\infty\}\)}}.Dann {{c2::gibt es eine Bijektion \(\phi\), so dass:\[\sum_{n=0}^\infty a_{\phi(n)} = L\]}}
A: (Riemannscher Umordnungssatz)Merke: Bedingt konvergente Reihen können durch Umordnung jeden Grenzwert annehmen!
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niklas cid:1774474839895 1 230% 1d 5
nid:1774474839891 c2
die Koeffizienten
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Analysis
nid:1774474839891 Cloze c2
Cloze answer: die Koeffizienten
Q: Eine Potenzreihe hat die Form \({{c5:: \displaystyle\sum_{k=0}^\infty c_k (x - a)^k }}\), wobei:\(a\) ist {{c1::der Entwicklungspunkt (Zentrum)}}\(c_0, c_1, \ldots\) sind {{c2::die Koeffizienten}}\(x\) ist {{c3::das Argument}}\((a - R,\, a + R)\) ist {{c
A: Spezialfall \(a = 0\): \(\sum c_k x^k\) - Entwicklungspunkt im Ursprung.
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niklas cid:1774474839909 1 230% 3d 4
nid:1765551644290 c1
The span of m linearly independent vectors is {{c1::\(\mathb...
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LinAlg
nid:1765551644290 Cloze c1
Q: The span of m linearly independent vectors is {{c1::\(\mathbb{R}^m\)}}.
A: This also means that a matrix in \(\mathbb{R}^{n \times n}\) with rank(A) = n spans the entire space.
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tomas cid:1765551644290 1 245% 14d 4
nid:1765551666570 c2
incident
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users
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A&D
nid:1765551666570 Cloze c2
Cloze answer: incident
Q: The {{c1::degree (Knotengrad) \(\deg(v)\)}} of a vertex \(v\) is the number of edges that are {{c2::incident}} to \(v\).
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tomas cid:1765551666580 1 245% 25d 6
nid:1765551666576
Cycle
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nid:1765551666576
Q: Cycle
A: Kreis
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tomas cid:1765551666591 1 245% 65d 6
nid:1765551666578
What is the length of a walk?
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nid:1765551666578
Q: What is the length of a walk?
A: The length of a walk \((v_0, v_1, \dots, v_k)\) is \(k\), i.e. the number of vertices minus 1.A walk of length \(l\) connects \(l + 1\) vertices.
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tomas cid:1765551666594 1 245% 48d 6
nid:1765551666580 c2
for every two vertices \(u, v \in V\) \(u\) reaches \(v\)
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nid:1765551666580 Cloze c2
Cloze answer: for every two vertices \(u, v \in V\) \(u\) reaches \(v\)
Q: A graph \(G\) is {{c1::connected (Zusammenhängend)}} if {{c2::for every two vertices \(u, v \in V\) \(u\) reaches \(v\)}}.
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tomas cid:1765551666598 1 230% 93d 7
nid:1765551666585 c1
direct predecessor (Vorgänger); direct successor (Nachfolger
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nid:1765551666585 Cloze c1
Cloze answer: direct predecessor (Vorgänger); direct successor (Nachfolger
Q: In a directed graph, for the edge \(e = (u, v)\), \(u\) is the {{c1::direct predecessor (Vorgänger)}} of \(v\) and \(v\) the {{c1::direct successor (Nachfolger}} of \(u\).
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tomas cid:1765551666606 1 230% 17d 8
nid:1765551666588 c1
The {{c1::out-degree \(\deg_{\text{out} }(v)\) (Ausgangsgrad...
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nid:1765551666588 Cloze c1
Q: The {{c1::out-degree \(\deg_{\text{out} }(v)\) (Ausgangsgrad)}} of a vertex in a directed graph is the {{c2::number of edges that have \(v\) as the start-vertex}}.
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tomas cid:1765551666610 1 230% 27d 5
nid:1765551666614 c1
shortest length of a walk from \(u\) to \(v\)
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nid:1765551666614 Cloze c1
Cloze answer: shortest length of a walk from \(u\) to \(v\)
Q: The distance \(d(u, v)\) in a directed graph is defined as {{c1:: shortest length of a walk from \(u\) to \(v\)}}.
A: Keep in mind in a weighted graph, this might mean the cheapest, which refers to cost not length.
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tomas cid:1765551666649 1 230% 46d 9
nid:1765551666619 c1
the enter order equals the leave order
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nid:1765551666619 Cloze c1
Cloze answer: the enter order equals the leave order
Q: In BFS enter/leave ordering, the FIFO queue guarantees that {{c1:: the enter order equals the leave order}} within a given level.
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tomas cid:1765551666654 1 230% 57d 9
nid:1765551656956 c2
 Well-definedness: \(\forall a \in A \ \forall b, b' \in B :...
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DiskMat
nid:1765551656956 Cloze c2
Cloze answer:  Well-definedness: \(\forall a \in A \ \forall b, b' \in B : (a \ f \ b \land a \ f \ b' \rightarrow b = b')\)
Q: What two properties must a relation \(f: A \to B\) have to be a function?{{c1:: Total-definedness: \(\forall a \in A \ \exists b \in B : a \ f \ b\) }}{{c2:: Well-definedness: \(\forall a \in A \ \forall b, b' \in B : (a
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tomas cid:1766410039197 1 230% 1d 4
nid:1766501315026
Find Closed Eulerian Path
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nid:1766501315026
Q: Find Closed Eulerian Path
A: \(O(n+m)\)
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tomas cid:1766501315056 1 230% 4d 5
nid:1766501315033 c2
 \(\lnot \exists\) directed closed walk
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nid:1766501315033 Cloze c2
Cloze answer:  \(\lnot \exists\) directed closed walk
Q: {{c1:: \(\exists\) toposort}} \(\Longleftrightarrow\) {{c2:: \(\lnot \exists\) directed closed walk}}
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tomas cid:1766501315063 1 230% 19d 6
nid:1766501315038 c1
Cross edge, \(u, v\) in different subtrees
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nid:1766501315038 Cloze c1
Cloze answer: Cross edge, \(u, v\) in different subtrees
Q: Pre-/Post-Ordering Classification for an edge \((u, v)\):\(\text{pre}(v) < \text{post}(v) < \text{pre}(u) < \text{post}(u)\): {{c1:: Cross edge, \(u, v\) in different subtrees}}
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tomas cid:1766501315070 1 230% 19d 8
nid:1766576733264 c1
Prim's Algorithm Invariants:\(\forall v \not \in S, v \neq s...
1
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nid:1766576733264 Cloze c1
Q: Prim's Algorithm Invariants:\(\forall v \not \in S, v \neq s\), \(d[v] = \) {{c1:: \(\min \{ w(u, v) \ | \ (u, v) \in E, u \in S \}\)(\(\infty\) if no such edge exists)}}.
A: The 3rd invariant \[d[v] = \begin{cases} 0, & \text{if } v = s \text{ (the starting vertex)} \\ \min_{(u,v) \in E : u \in S} {w(u,v)}, & \text{if } v \in V \setminus S \text{ and } \exists (u,v) \in E \text{ with } u \in S \\ \infty, & \text{if } v \in V \setminus S \text{ and } \nexists (u,v) \in E \text{ with } u \in S \end{cases}\]ensures that d[v] always reflects the minimum cost to reach vertex v from the current MST. We always want to add the
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tomas cid:1766576733264 1 230% 37d 12
nid:1766576733286 c2
same(u,v) test  if \(u, v\) in the same component
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users
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nid:1766576733286 Cloze c2
Cloze answer: same(u,v) test  if \(u, v\) in the same component
Q: Union-Find datastructure methods:{{c1::make(u, v) creates the DS for \(F = \emptyset\)}}{{c2::same(u,v) test  if \(u, v\) in the same component}}{{c3::union(u,v) merge ZHKs of \(u, v\)}}
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tomas cid:1766576733293 1 230% 6d 7
nid:1766576733289
Floyd-Warshall
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nid:1766576733289
Q: Floyd-Warshall
A: \(O(|V|^3)\)
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tomas cid:1766576733296 1 230% 8d 7
nid:1766576739753
Floyd-Warshall, when is there a negative cycle?
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nid:1766576739753
Q: Floyd-Warshall, when is there a negative cycle?
A: There exists a negative cycle \(\Leftrightarrow \exists v \in V \ : \ d^n_{v \rightarrow v} < 0\) In words: If there exists a path from a vertex to itself with negative weight (passing through any other vertex, i.e.  \(n\)th iteration of the outer loop), then there exists a negative cycle that contains this vertex.We can perform a negative cycle check at the end, by going over all diagonals.
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tomas cid:1766576739753 1 230% 16d 8
nid:1766656891070 c1
a cycle; undirected
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nid:1766656891070 Cloze c1
Cloze answer: a cycle; undirected
Q: A graph with more than \(n-1\) edges has {{c1::a cycle}} if it is {{c1::undirected}}.
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tomas cid:1766656891070 1 230% 17d 8
nid:1767089638548 c4
 \(v \cdot v \geq 0\) with equality if and only if \(v = 0\)...
1
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users
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LinAlg
nid:1767089638548 Cloze c4
Cloze answer:  \(v \cdot v \geq 0\) with equality if and only if \(v = 0\) (positive definiteness
Q: Scalar product properties: \(u, v, w \in \mathbb{R}^m\) be vectors and \(\lambda \in \mathbb{R}\) a scalar.{{c1::\(v \cdot w = w \cdot v\) (symmetry / commutatitivity}}{{c2:: \((\lambda v) \cdot w = \lambda (v \cdot w)\) (scalars move freely)}}
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tomas cid:1767089638552 1 230% 1d 3
nid:1771363954967 c1
Amdahl's Law
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PProg
nid:1771363954967 Cloze c1
Cloze answer: Amdahl's Law
Q: {{c1::Amdahl's Law}} specifies {{c2::the maximum amount of speedup that can be achieved for a program with a given sequential part.}} 
A: The pessimistic view on scalability.
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tomas cid:1771363954970 1 230% 11d 9
nid:1771363954970 c1
Cache coherence protocols
1
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users
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PProg
nid:1771363954970 Cloze c1
Cloze answer: Cache coherence protocols
Q: {{c1::Cache coherence protocols}} are hardware protocols that {{c2::ensure consistency across caches}}, typically by {{c3::tracking which locations are cached, and synchronising them if necessary}}.
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tomas cid:1771363954981 1 230% 29d 10
nid:1771363954971 c2
execute code and spawn new tasks if required
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PProg
nid:1771363954971 Cloze c2
Cloze answer: execute code and spawn new tasks if required
Q: {{c1::Cilk-style programming}} is a parallel programming idiom: To compute a program, {{c2::execute code and spawn new tasks if required}}. Before returning, {{c3::wait for all spawned tasks to complete}}.  
A: The system manages the eventual execution of the spawned tasks potentially in parallel.
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tomas cid:1771363954985 1 230% 17d 7
nid:1771363954971 c1
Cilk-style programming
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PProg
nid:1771363954971 Cloze c1
Cloze answer: Cilk-style programming
Q: {{c1::Cilk-style programming}} is a parallel programming idiom: To compute a program, {{c2::execute code and spawn new tasks if required}}. Before returning, {{c3::wait for all spawned tasks to complete}}.  
A: The system manages the eventual execution of the spawned tasks potentially in parallel.
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tomas cid:1771363954986 1 230% 62d 11
nid:1771363954976 c2
resources required to set up an operation
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PProg
nid:1771363954976 Cloze c2
Cloze answer: resources required to set up an operation
Q: {{c1::Context switch overhead}} refers to {{c2::resources required to set up an operation}}. 
A: In terms of context switch, CPU needs to store/save the local data, program pointer etc. of the current thread/process, and load the local data, program pointer etc. of the next thread/process to execute.
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tomas cid:1771363955002 1 230% 10d 11
nid:1771363954980 c2
recursively solving smaller sub-problems and combining their...
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users
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PProg
nid:1771363954980 Cloze c2
Cloze answer: recursively solving smaller sub-problems and combining their results
Q: {{c1::Divide and conquer style parallelism (also called recursive splitting)}} means: solve a problem by {{c2::recursively solving smaller sub-problems and combining their results}}. 
A: Solve the sub-problems in separate threads to gain a speedup.
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tomas cid:1771363955014 1 230% 21d 8
nid:1771363954981 c1
Deadlock
1
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users
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PProg
nid:1771363954981 Cloze c1
Cloze answer: Deadlock
Q: {{c1::Deadlock}} is {{c2::circular waiting/blocking (no instructions are executed/CPU time is used) between threads, so that the system (union of all threads) cannot make any progress anymore}}.
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tomas cid:1771363955016 1 230% 33d 8
nid:1771363954983 c1
divide and conquer parallelism
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nid:1771363954983 Cloze c1
Cloze answer: divide and conquer parallelism
Q: The ForkJoin framework embraces {{c1::divide and conquer parallelism}}. 
A: Tasks can be spawned (forked) and joined by the framework. 
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tomas cid:1771363955027 1 230% 44d 7
nid:1771363954984 c1
functional unit
1
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PProg
nid:1771363954984 Cloze c1
Cloze answer: functional unit
Q: A {{c1::functional unit}} is a component of a CPU (or core) that {{c2::performs a certain task}},  an {{c3::execution unit}} is one such example.
A: performing a task - e.g. executing integer arithmetic operations
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tomas cid:1771363955028 1 230% 10d 8
nid:1771363954984 c2
performs a certain task
1
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users
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nid:1771363954984 Cloze c2
Cloze answer: performs a certain task
Q: A {{c1::functional unit}} is a component of a CPU (or core) that {{c2::performs a certain task}},  an {{c3::execution unit}} is one such example.
A: performing a task - e.g. executing integer arithmetic operations
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tomas cid:1771363955029 1 230% 18d 7
nid:1771363954987 c1
granularity
1
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users
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PProg
nid:1771363954987 Cloze c1
Cloze answer: granularity
Q: The trick with {{c1::granularity}} is to find a size that {{c2::minimizes overhead}} while {{c3::maximizing parallelism}}.
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tomas cid:1771363955040 1 230% 10d 8
nid:1771363954993 c2
a property of a system: "something good eventually happens"
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nid:1771363954993 Cloze c2
Cloze answer: a property of a system: "something good eventually happens"
Q: A {{c1::liveness property}} is {{c2::a property of a system: "something good eventually happens"}}. 
A: Can only be violated in infinite time. Infinite loops and starvation are typical liveness properties.
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tomas cid:1771363955058 1 230% 32d 6
nid:1771363955001 c2
The maximum possible speedup ({{c1::parallelism}}) is {{c2::...
1
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users
230%
ease
PProg
nid:1771363955001 Cloze c2
Q: The maximum possible speedup ({{c1::parallelism}}) is {{c2::\(\frac{T_1}{T_\infty} \)}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955092 1 230% 5d 5
nid:1771363955014 c2
extra time spent by the system or the algorithm
1
lapses
1/4
users
230%
ease
PProg
nid:1771363955014 Cloze c2
Cloze answer: extra time spent by the system or the algorithm
Q: {{c1::Scheduling overhead}} is the {{c2::extra time spent by the system or the algorithm}} to distribute work on {{c3::multiple threads/tasks}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955147 1 230% 25d 6
nid:1771363955022 c1
Span
1
lapses
1/4
users
230%
ease
PProg
nid:1771363955022 Cloze c1
Cloze answer: Span
Q: {{c1::Span}} is the {{c2::critical path (height)}} of the task graph. It corresponds to {{c3::T_∞}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955172 1 230% 9d 7
nid:1771363955022 c2
critical path (height)
1
lapses
1/4
users
230%
ease
PProg
nid:1771363955022 Cloze c2
Cloze answer: critical path (height)
Q: {{c1::Span}} is the {{c2::critical path (height)}} of the task graph. It corresponds to {{c3::T_∞}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771363955173 1 230% 6d 8
nid:1771364083961 c1
halboffenes
1
lapses
1/4
users
230%
ease
Analysis
nid:1771364083961 Cloze c1
Cloze answer: halboffenes
Q: Ein {{c1::halboffenes}} Intervall zwischen \(a\) und \(b\) wäre z.B.:\({{c2::[a, b)}}={{c3::\{x \in \mathbb{R} \mid a \leq x < b\} }}\).
A: Das Intervall kann selbstverständlich auch in die andere Richtung geöffnet sein:\((a, b]=\{x \in \mathbb{R} \mid a < x \leq b\}\).
User Card ID Lapses Ease Interval Reviews
tomas cid:1771364083966 1 230% 2d 5
nid:1771578182870 c2
load imbalance
1
lapses
1/4
users
230%
ease
PProg
nid:1771578182870 Cloze c2
Cloze answer: load imbalance
Q: Parallel execution can introduce inefficiencies such as {{c1::communication overhead}}, {{c2::load imbalance}}, and {{c3::idle time due to task dependencies or waiting for data exchange}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771578182870 1 230% 3d 5
nid:1771616145174 c1
reductions in a firm's value that arise from agency problems
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771616145174 Cloze c1
Cloze answer: reductions in a firm's value that arise from agency problems
Q: Agency costs are {{c1::reductions in a firm's value that arise from agency problems}} 
User Card ID Lapses Ease Interval Reviews
tomas cid:1771616145174 1 230% 15d 11
nid:1771616439344 c5
focusing on short-term results at the expense of long-term r...
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771616439344 Cloze c5
Cloze answer: focusing on short-term results at the expense of long-term results
Q: Agency problems include a manager:{{c1:: not putting in sufficient effort}}{{c2:: wasting money on personal benefits}}{{c3:: overinvesting in search of power or prestige}}{{c4:: taking too many or too few risks}}{{c5:: focusing on short-term results at
User Card ID Lapses Ease Interval Reviews
tomas cid:1771616439347 1 230% 17d 9
nid:1771770315370 c1
incentive missalignment
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771770315370 Cloze c1
Cloze answer: incentive missalignment
Q: Family controlled companies struggle less with {{c1::incentive missalignment}} because {{c2::the shareholders and management are one and the same}}, they may, however have problems with {{c3::exploitation of minority shareholders}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771770315370 1 230% 19d 7
nid:1771771254633 c2
smaller and more independent
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771771254633 Cloze c2
Cloze answer: smaller and more independent
Q: Boards in {{c1::the U.S. and UK}} are typically {{c2:: smaller and more independent}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771771254634 1 230% 14d 7
nid:1771780392187 c1
Unique mapping from input values to output values; The same ...
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392187 Cloze c1
Cloze answer: Unique mapping from input values to output values; The same input values produce the same output value every time.; No memory (output does not depend on past input values)
Q: What does the "functional" in functional specification signify?{{c1::Unique mapping from input values to output values}}{{c1::The same input values produce the same output value every time.}}{{c1::No memory (output does not depend on past input values)}}
A: Example: Full 1-bit adder
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392187 1 230% 3d 12
nid:1771780392210 c1
CNF
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392210 Cloze c1
Cloze answer: CNF
Q: Product of Sums is equivalent to {{c1::CNF}}.
A: This is also the DeMorgan of SOP of \(\overline F\).
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392213 1 230% 2d 5
nid:1771780392218 c4
Transistor (MOS)
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392218 Cloze c4
Cloze answer: Transistor (MOS)
Q: By combining: {{c1::Conductors (Metal)}} {{c2::Insulators (Oxide)}} {{c3::Semiconductors}} We get a {{c4::Transistor (MOS)}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392223 1 230% 3d 5
nid:1771780392220 c2
broken (i.e., the circuit is open)
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392220 Cloze c2
Cloze answer: broken (i.e., the circuit is open)
Q: If the gate of the n-type transistor is supplied with {{c1::zero}} voltage, the connection between the source and drain is {{c2::broken (i.e., the circuit is open)}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392227 1 230% 3d 5
nid:1771780392223
How does a decoder work?
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392223
Q: How does a decoder work?
A: \(n\) possible inputs and \(2^n\) outputsExactly one of the outputs is 1 and all the rest are 0sThe output that is logically 1 is the output corresponding to the input pattern that the logic circuit is expected to detectA decoder is an "input pattern detector".Example: 2-to-4 decoder
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392230 1 230% 3d 5
nid:1771780392226
What's the formula for dynamic power consumption?
1
lapses
1/4
users
230%
ease
DDCA
nid:1771780392226
Q: What's the formula for dynamic power consumption?
A: \(C\cdot V^2\cdot f\)\(C =\) capacitance of the circuit (wires and gates)\(V =\) supply voltage\(f =\) charging frequency of the capacitor
User Card ID Lapses Ease Interval Reviews
tomas cid:1771780392233 1 230% 3d 7
nid:1771794049785 c1
opinion that the statement is representative and in-line wit...
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771794049785 Cloze c1
Cloze answer: opinion that the statement is representative and in-line with GAAP
Q: If an auditor finds no problems in a firm's financial statement, he issues an {{c1::opinion that the statement is representative and in-line with GAAP}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771794049785 1 230% 11d 11
nid:1771794112422 c2
the accounts of the firm have not been represented accuratel...
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771794112422 Cloze c2
Cloze answer: the accounts of the firm have not been represented accurately
Q: If an auditor finds problems they can issue a {{c1::qualified opinion}} which states that {{c2::the accounts of the firm have not been represented accurately}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771794112423 1 230% 14d 11
nid:1771795613218 c2
syndicate ownership
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771795613218 Cloze c2
Cloze answer: syndicate ownership
Q: {{c1::Keiretsu}} is a Japanese system of {{c2::syndicate ownership}} which centers around a main {{c3::bank}}.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771795613220 1 230% 6d 8
nid:1771795784415 c1
gives companies more space when they get in financial proble...
1
lapses
1/4
users
230%
ease
Advanced Finance
nid:1771795784415 Cloze c1
Cloze answer: gives companies more space when they get in financial problems
Q: The keiretsu system has positives in that it {{c1::gives companies more space when they get in financial problems}}.
A: This is because the company's lender is most likely the main group bank.
User Card ID Lapses Ease Interval Reviews
tomas cid:1771795784415 1 230% 14d 6
nid:1771836465439 c1
the sequential part of a program
1
lapses
1/4
users
230%
ease
PProg
nid:1771836465439 Cloze c1
Cloze answer: the sequential part of a program
Q: Efficiency is heavily limited by {{c1::the sequential part of a program}}. 
User Card ID Lapses Ease Interval Reviews
tomas cid:1771836465439 1 230% 1d 3
nid:1771836518739 c1
Efficiency
1
lapses
1/4
users
230%
ease
PProg
nid:1771836518739 Cloze c1
Cloze answer: Efficiency
Q: {{c1::Efficiency}} = {{c2::\(\frac{S_p}{p}\)}}
User Card ID Lapses Ease Interval Reviews
tomas cid:1771836518739 1 230% 2d 5
nid:1771836628438 c2
enforce mutual exclusion
1
lapses
1/4
users
230%
ease
PProg
nid:1771836628438 Cloze c2
Cloze answer: enforce mutual exclusion
Q: Locks are typically used to {{c2::enforce mutual exclusion}} by {{c1::guarding/protecting a critical section.}}
User Card ID Lapses Ease Interval Reviews
tomas cid:1771836628438 1 230% 2d 5
nid:1771914065795
Ist die Menge \(A \neq \emptyset\) nach oben/unten unbeschrä...
1
lapses
1/4
users
230%
ease
Analysis
nid:1771914065795
Q: Ist die Menge \(A \neq \emptyset\) nach oben/unten unbeschränkt, so definieren wir Supremum/Infinum:
A: \(\sup(A) = \infty\)/\(\inf(A) = -\infty\)
User Card ID Lapses Ease Interval Reviews
tomas cid:1771914065795 1 230% 5d 6
nid:1772090857637 c1
NP-vollständig
1
lapses
1/4
users
230%
ease
A&W
nid:1772090857637 Cloze c1
Cloze answer: NP-vollständig
Q: Das Problem „Gegeben ein Graph \(G = (V, E)\), enthält \(G\) einen Hamiltonkreis?" ist {{c1::NP-vollständig}}.
A: Karp (1972)
User Card ID Lapses Ease Interval Reviews
tomas cid:1772090857637 1 230% 3d 5