We know that if v is an eigenvector of is called the Rayleigh quotient and that the
corresponding eigenvalue Now, suppose is an approximation to an eigenvector. How well does the Rayleigh quotient approximate We can answer that question when is symmetric.
Without loss of generality, assume that is a good approximation to eigenvector1of the symmetric matrix Argue that1122nn where theiare an orthonormal set of eigenvectors of corresponding to eigenvaluesi
Show that
Using the result of part show that
and argue that is a close approximation to1
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