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Principal Component Analysis by I.T. Jolliffe (Paperback, 2010)
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ISBN-13: 9781441929990, 978-1441929990. Principal Component Analysis. The first edition of this book was the first comprehensive text written solely on principal component analysis. The second edition updates and substantially expands the original version, and is once again the definitive text on the subject.