Computational Statistics Handbook with MatLab

Front Cover......Page 1
Dedication......Page 8
Table of Contents......Page 10
Preface to the Third Edition......Page 20
Preface to the Second Edition......Page 22
Preface to the First Edition......Page 26
Chapter 1: Introduction......Page 30
Chapter 2: Probability Concepts......Page 40
Chapter 3: Sampling Concepts......Page 84
Chapter 4: Generating Random Variables......Page 112
Chapter 5: Exploratory Data Analysis......Page 146
Chapter 6: Finding Structure......Page 214
Chapter 7: Monte Carlo Methods for Inferential Statistics......Page 258
Chapter 8: Data Partitioning......Page 298
Chapter 9: Probability Density Estimation......Page 326
Chapter 10: Supervised Learning......Page 388
Chapter 11: Unsupervised Learning......Page 470
Chapter 12: Parametric Models......Page 510
Chapter 13: Nonparametric Models......Page 572
Chapter 14: Markov Chain Monte Carlo Methods......Page 642
Appendix A: MATLAB® Basics......Page 682
Appendix B: Projection Pursuit Indexes......Page 710
Appendix C: Data Sets......Page 714
Appendix D: Notation......Page 724
References......Page 728
Back Cover......Page 751