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Title: Principal Component Analysis by I. T. Jolliffe ISBN: 0-387-95442-2 Publisher: Springer-Verlag Pub. Date: 01 October, 2002 Format: Hardcover Volumes: 1 List Price(USD): $94.00 |
Average Customer Rating: 5 (1 review)
Rating: 5
Summary: Most authoritative book on PCA-related techniques
Comment: The first edition of this book was the most authoritative book on this subject 15 years ago. Now the author has provided us with a much-needed second edition since there are many developments since. Principal components related techniques are the main dimension-reduction methods in analysis of multivariate data. Since there is much redundancy with high throughput measurements such as spatial, spectra, or image data, thus the need to compress or decompose data. Related but somewhat different techniques include SVD, singular spectrum analysis (SSA), PC regression, shrinkage, EoF, etc.
Main consumers of PCA-related methods include chemometrics, climate analysis, and image analysis A very nice book in the
area of climate analysis is Principal Component Analysis in Meteorology and Oceanography by Rudolph W. Preisendorfer (1988).
The area of SSA has been developing fast and several
monographs have appeared already. The area of indpedent component analysis is another one that has attracted increasing
attention in recent years. Most of these recent developments have been covered and more. With this, I strongly recommend this book for readers who use multivariate analysis extensively and who need to keep abreast of the fast growing PCA tools which are as important as ever!
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Title: Independent Component Analysis by Aapo Hyvärinen, Juha Karhunen, Erkki Oja ISBN: 047140540X Publisher: Wiley-Interscience Pub. Date: 18 May, 2001 List Price(USD): $110.00 |
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Title: Principal Components Analysis (QUANTITATIVE APPLICATIONS IN THE SOCIAL SCIENCES) by George H. Dunteman ISBN: 0803931042 Publisher: Sage Publications Pub. Date: 01 July, 1989 List Price(USD): $15.95 |
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Title: Multivariate Analysis (Probability and Mathematical Statistics) ISBN: 0124712525 Publisher: Academic Press Pub. Date: 28 January, 1980 List Price(USD): $73.00 |
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Title: The Elements of Statistical Learning by T. Hastie, R. Tibshirani, J. H. Friedman ISBN: 0387952845 Publisher: Springer-Verlag Pub. Date: 09 August, 2001 List Price(USD): $82.95 |
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Title: A User's Guide to Principal Components (Wiley Series in Probability and Statistics) by J. Edward Jackson ISBN: 0471471348 Publisher: Wiley-Interscience Pub. Date: 05 September, 2003 List Price(USD): $84.95 |
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