Sensitivity. For nonsingular \(A \in \mathbb {R}^{n \times n}\), and nonzero \(b \in \mathbb {R}^n\), consider the problems
\[ Ax = b,\qquad \hat {A}\hat {x} = b. \]
- Show that \[ \frac {\|x-\hat {x}\|}{\|x\|} \le \|A\|\|A^{-1}\|\frac {\|A-\hat {A}\|}{\|A\|}. \]
- Give a bound on \(\|A-\hat {A}\|_2\) which ensures that \(\hat {A}\) is nonsingular if \(A\) is nonsingular.