Construction and Assessment of Classification Rules (inbunden)
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Format
Inbunden (Hardback)
Språk
Engelska
Antal sidor
232
Utgivningsdatum
1997-01-01
Förlag
John Wiley & Sons Inc
Medarbetare
Hand
Illustrationer
Illustrations
Dimensioner
229 x 152 x 18 mm
Vikt
518 g
Antal komponenter
1
Komponenter
9:B&W 6 x 9 in or 229 x 152 mm Case Laminate on Creme w/Gloss Lam
ISBN
9780471965831

Construction and Assessment of Classification Rules

av David J Hand
Inbunden,  Engelska, 1997-01-01
1844
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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.
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Recensioner i media

"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)

Övrig information

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.

Innehållsförteckning

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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