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Let the computed eigenpair residual be
Define the rank-one matrix
Then
so is an exact eigenpair of the perturbed matrix . Moreover,
which is the backward error of an approximate eigenpair.
Follow the simple eigenvalue branch from for . The first-order perturbation of a simple eigenvalue and part (b) give
Since the residual is at the machine precision scale, this proves
Solved by gpt-5.6-sol high.

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