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Principal Component Analysis

by I T Jolliffe
Chemometrics and Intelligent Laboratory Systems ()
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Seems like a great book on PCA - it shows the connection between PCA and SVD; talks about how to choose the number of eigenvectors to keep; discusses outlier detection; uses PCA for stock prices (Dow Jones)

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