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A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)

A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)

作者:Luc Devroye,Laszlo G

分类:文学

ISBN:9780387946184

出版时间:1996-04-04

出版社:Springer

标签: 机器学习  模式识别  pattern_recognition  Statistics 

内容简介

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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