What is included with this book?
Preface to the Second Edition | |
Preface to the First Edition | |
Acknowledgments | |
List of Figures | |
List of Tables | |
Introduction | p. 1 |
Properties of Population Principal Components | p. 10 |
Properties of Sample Principal Components | p. 29 |
Interpreting Principal Components: Examples | p. 63 |
Graphical Representation of Data Using Principal Components | p. 78 |
Choosing a Subset of Principal Components or Variables | p. 111 |
Principal Component Analysis and Factor Analysis | p. 150 |
Principal Components in Regression Analysis | p. 167 |
Principal Components Used with Other Multivariate Techniques | p. 199 |
Outlier Detection, Influential Observations and Robust Estimation | p. 232 |
Rotation and Interpretation of Principal Components | p. 269 |
PCA for Time Series and Other Non-Independent Data | p. 299 |
Principal Component Analysis for Special Types of Data | p. 338 |
Generalizations and Adaptations of Principal Component Analysis | p. 373 |
Computation of Principal Components | p. 407 |
Index | p. 458 |
Author Index | p. 478 |
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