Author | Jolliffe, I. T. author |
---|---|
Title | Principal Component Analysis [electronic resource] / by I. T. Jolliffe |
Imprint | New York, NY : Springer New York, 2002 |
Edition | Second Edition |
Connect to | http://dx.doi.org/10.1007/b98835 |
Descript | XXX, 488 p. online resource |
Mathematical and Statistical Properties of Population Principal Components -- Mathematical and Statistical Properties of Sample Principal Components -- Principal Components as a Small Number of Interpretable Variables: Some Examples -- Graphical Representation of Data Using Principal Components -- Choosing a Subset of Principal Components or Variables -- Principal Component Analysis and Factor Analysis -- Principal Components in Regression Analysis -- Principal Components Used with Other Multivariate Techniques -- Outlier Detection, Influential Observations, Stability, Sensitivity, and Robust Estimation of Principal Components -- Rotation and Interpretation of Principal Components -- Principal Component Analysis for Time Series and Other Non-Independent Data -- Principal Component Analysis for Special Types of Data -- Generalizations and Adaptations of Principal Component Analysis