A Probabilistic Theory of Pattern Recognition

A Probabilistic Theory of Pattern Recognition
ISBN-10
1461207118
ISBN-13
9781461207115
Category
Mathematics
Pages
638
Language
English
Published
2013-11-27
Publisher
Springer Science & Business Media
Authors
László Györfi, Gabor Lugosi, Luc Devroye

Description

A self-contained and coherent account of probabilistic techniques, covering: distance measures, kernel rules, nearest neighbour rules, Vapnik-Chervonenkis theory, parametric classification, and feature extraction. Each chapter concludes with problems and exercises to further the readers understanding. Both research workers and graduate students will benefit from this wide-ranging and up-to-date account of a fast- moving field.

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