Table of Contents

BASIC IDEAS.

Introduction.

CONSTRUCTING RULES.

Fisher's LDA and Other Methods Based on Covariance Matrices.

Nonlinear Methods.

Recursive Partitioning Methods.

Nonparametric Smoothing Methods.

EVALUATING RULES.

Aspects of Evaluation.

Misclassification Rate.

Evaluating Two- Class Rules.

PRACTICAL ISSUES.

Some Special Problems.

Some Illustrative Applications.

Links and Comparisons Between Methods.

References.

Index.

About the Author

David John Hand OBE FBA is a British statistician. His research interests include multivariate statistics, classification methods, pattern recognition, the computational statistics and the foundations of statistics.

Reviews

"Evaluation rules are handled and the most important methods to calculate misclassification rates are presented." (Monatshefte fur Mathematik, Vol. 127, No. 2, 1999)

"...an accessible book..." (Zentralblatt Math, Vol. 997, No.22, 2002)