Principal Component Analysis

Authors:

ISBN: 978-1-4757-1906-2 (Print) 978-1-4757-1904-8 (Online)

Table of contents (12 chapters)

  1. Front Matter

    Pages i-xiii

  2. No Access

    Chapter

    Pages 1-7

    Introduction

  3. No Access

    Chapter

    Pages 8-22

    Mathematical and Statistical Properties of Population Principal Components

  4. No Access

    Chapter

    Pages 23-49

    Mathematical and Statistical Properties of Sample Principal Components

  5. No Access

    Chapter

    Pages 50-63

    Principal Components as a Small Number of Interpretable Variables: Some Examples

  6. No Access

    Chapter

    Pages 64-91

    Graphical Representation of Data Using Principal Components

  7. No Access

    Chapter

    Pages 92-114

    Choosing a Subset of Principal Components or Variables

  8. No Access

    Chapter

    Pages 115-128

    Principal Component Analysis and Factor Analysis

  9. No Access

    Chapter

    Pages 129-155

    Principal Components in Regression Analysis

  10. No Access

    Chapter

    Pages 156-172

    Principal Components Used with Other Multivariate Techniques

  11. No Access

    Chapter

    Pages 173-198

    Outlier Detection, Influential Observations and Robust Estimation of Principal Components

  12. No Access

    Chapter

    Pages 199-222

    Principal Component Analysis for Special Types of Data

  13. No Access

    Chapter

    Pages 223-234

    Generalizations and Adaptations of Principal Component Analysis

  14. Back Matter

    Pages 235-271