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Construction and Assessment of Classification Rules / Edition 1
     

Construction and Assessment of Classification Rules / Edition 1

by David J. Hand
 

ISBN-10: 0471965839

ISBN-13: 9780471965831

Pub. Date: 08/12/1997

Publisher: Wiley

The author has written an accessible book presenting the central issues and placing particular emphasis on comparison, performance assessment and how to match method to application. He reviews the different approaches and guides researchers (and the huge class of users and potential users) to suitable classes of techniques. He points the way to more detailed study

Overview

The author has written an accessible book presenting the central issues and placing particular emphasis on comparison, performance assessment and how to match method to application. He reviews the different approaches and guides researchers (and the huge class of users and potential users) to suitable classes of techniques. He points the way to more detailed study in "further reading" sections in each chapter.

Product Details

ISBN-13:
9780471965831
Publisher:
Wiley
Publication date:
08/12/1997
Series:
Wiley Series in Probability and Statistics Series
Pages:
232
Product dimensions:
6.30(w) x 9.39(h) x 0.76(d)

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.

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