Scalar product properties
Let \(u, v, w \in \mathbb{R}^m\) be vectors and \(\lambda \in \mathbb{R}\) a scalar:
Let \(u, v, w \in \mathbb{R}^m\) be vectors and \(\lambda \in \mathbb{R}\) a scalar:
- \(v \cdot w = w \cdot v\) (symmetry / commutativity)
- \((\lambda v) \cdot w = \lambda (v \cdot w)\) (scalars move freely)
- \(u \cdot (v + w) = u \cdot v + u \cdot w\) and \((u + v) \cdot w = u\cdot w + v \cdot w\) (distributivity)
- \(v \cdot v \geq 0\) with equality if and only if \(v = 0\) (positive definedness)