Construction and Assessment of Classification RulesISBN: 978-0-471-96583-1
Hardcover
232 pages
March 1997
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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.
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.