As a continuation of my earlier exposition on the Singular Value Decomposition, I have a brief article on the statistical technique known as Principal Component Analysis (PCA). The article contains a linear algebra-based derivation of PCA, several examples of its application, and Mathematica code for people willing to try it out.
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