Definition: Properties of a norm function
- Non-negativity: \(\|x\| \ge 0\).
- Zero only at the zero vector: \(\|x\| = 0\) exactly when \(x=0\).
- Homogeneity: \(\|a x\| = \lvert a\rvert \,\|x\|\) for any scalar \(a\).
- Triangle inequality: \(\|x+y\| \le \|x\| + \|y\|\).