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Suppose A is an n x n symmetric matrix with n distinct eigenvalues, λ1, ...,λn. If B is the n x n matrix with Bi, the ith column of B, being a (normalized) eigenvector of A corresponding to the eigenvalue λi of A (i = 1,...,n), then A = BLB' where L is the diagonal matrix with the eigenvalues of A on its diagonal. To prove.
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Ugh I am so glad I finished linear algebra, however I have used eigenvalues several times since then.
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