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Question

Math 6610 • Analysis of Numerical Methods I

Fall 2025 • Question 2

Sensitivity. For nonsingular \(A \in \mathbb {R}^{n \times n}\), and nonzero \(b \in \mathbb {R}^n\), consider the problems

\[ Ax = b,\qquad \hat {A}\hat {x} = b. \]
  1. Show that \[ \frac {\|x-\hat {x}\|}{\|x\|} \le \|A\|\|A^{-1}\|\frac {\|A-\hat {A}\|}{\|A\|}. \]
  2. Give a bound on \(\|A-\hat {A}\|_2\) which ensures that \(\hat {A}\) is nonsingular if \(A\) is nonsingular.

Raw LaTeX

Sensitivity. For nonsingular \(A \in \mathbb{R}^{n \times n}\), and nonzero \(b \in \mathbb{R}^n\), consider the problems

\[
Ax = b,\qquad \hat{A}\hat{x} = b.
\]

\begin{enumerate}

\item
Show that
\[
\frac{\|x-\hat{x}\|}{\|x\|}
\le \|A\|\|A^{-1}\|\frac{\|A-\hat{A}\|}{\|A\|}.
\]



\item
Give a bound on \(\|A-\hat{A}\|_2\) which ensures that \(\hat{A}\) is nonsingular if \(A\) is nonsingular.

\end{enumerate}