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Principal component analysis

Author: I T Jolliffe
Publisher: New York, NY : Springer, [2002] ©2002
Series: Springer series in statistics.
Edition/Format:   eBook : Document : English : Second editionView all editions and formats
Summary:
Principal component analysis is central to the study of multivariate data. Although one of the earliest multivariate techniques, it continues to be the subject of much research, ranging from new model-based approaches to algorithmic ideas from neural networks. It is extremely versatile, with applications in many disciplines. The first edition of this book was the first comprehensive text written solely on principal  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Jolliffe, I.T.
Principal component analysis.
New York : Springer, ©2002
(DLC) 2002019560
(OCoLC)48907152
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: I T Jolliffe
ISBN: 9780387224404 0387224408 0585476012 9780585476018 661000966X 9786610009664
OCLC Number: 70737343
Description: 1 online resource (xxix, 487 pages) : illustrations
Contents: 1. Introduction --
2. Properties of Population Principal Components --
3. Properties of Sample Principal Components --
4. Interpreting Principal Components: Examples --
5. Graphical Representation of Data Using Principal Components --
6. Choosing a Subset of Principal Components or Variables --
7. Principal Components Analysis and Factor Analysis --
8. Principal Components in Regression Analysis --
9. Principal Components Used with Other Multivariate Techniques --
10. Outlier Detection, Influential Observations and Robust Estimation --
11. Rotation and Interpretation of Principal Components --
12. PCA for Time Series and Other Non-Independent Data --
13. Principal Component Analysis for Special Types of Data --
14. Generalizations and Adaptations of Principal Component Ananlysis --
Appendix A. Computation of Principal Components.
Series Title: Springer series in statistics.
Responsibility: I.T. Jolliffe.
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Abstract:

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  Read more...

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From the reviews of the second edition:TECHNOMETRICS"Bringing the 1E up to date has added more than 200 pages of additional text. Anyone seriously involved with the application of PCA will certainly Read more...

 
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