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Is there a probabilistic or analytical meaning of the eigenvalues/eigenvectors of covariance matrix of multivariate normal distribution?

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The accepted answer to the question at math.stackexchange.com/questions/23596/… may be of help here. – Kevin Costello Feb 1 at 21:31

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