Principal Component Analysis
Principal Components Analysis (PCA) is a variable-reduction technique that shares many similarities to exploratory factor analysis.
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Book: An introduction to Multivariate Analysis
All updated 6th edition of the best selling book on chemometrics and multivariate techniques, covering PLS, PCA, TOS, DoE and much more.