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I have a doubt regarding the physical significance of eigen vectors of the covariance matrix. I came to know that eigen vectors of covariance matrix are the principal components for dimensionality reduction etc, but how to prove it?

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# Physical significance of eigen vectors of Covariance matrix

**Physics Forums | Science Articles, Homework Help, Discussion**