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Question

Math 6610 • Analysis of Numerical Methods I

Spring 2017 • Question 3

**Sensitivity:** **a)** Suppose that \(A\) is an \(n\times n\) nonsingular real matrix. Analyze the sensitivity of solutions of the system \(Ax=b\) to perturbations in \(b\). What quantity related to \(A\) characterizes this sensitivity? **b)** Suppose \(\tilde{x}\) is an approximate solution to the linear system \(Ax=b\), where \(A\) is an \(n\times n\) nonsingular real matrix. The residual is the vector \(r=b-A\tilde{x}\). Derive inequalities relating the residual \(r\) to the error \(e=x-\tilde{x}\).

Raw LaTeX

{Sensitivity:}

\partitem{a} Suppose that \(A\) is an \(n\times n\) nonsingular real matrix. Analyze
the sensitivity of solutions of the system \(Ax=b\) to perturbations in \(b\). What
quantity related to \(A\) characterizes this sensitivity?

\partitem{b} Suppose \(\tilde{x}\) is an approximate solution to the linear system
\(Ax=b\), where \(A\) is an \(n\times n\) nonsingular real matrix. The residual is the
vector \(r=b-A\tilde{x}\). Derive inequalities relating the residual \(r\) to the
error \(e=x-\tilde{x}\).