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A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability, 31) - Softcover

Book 1 of 30: Stochastic Modelling and Applied Probability

Devroye, Luc; Györfi, Laszlo; Lugosi, Gabor

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9781461268772: A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability, 31)

Synopsis

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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