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Bibliographic Details

Title: A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)
Publisher: Springer
Publication Date: 1996
Language: English
ISBN 10: 0387946187
ISBN 13: 9780387946184
Binding: hardcover
Condition: Very Good

About this title

Synopsis

Pattern recognition presents one of the most significant challenges for scientists and engineers, and many different approaches have been proposed. The aim of this book is to provide a self-contained account of probabilistic analysis of these approaches. The book includes a discussion of distance measures, nonparametric methods based on kernels or nearest neighbors, Vapnik-Chervonenkis theory, epsilon entropy, parametric classification, error estimation, free classifiers, and neural networks. Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises complement the material.

From the Back Cover

Pattern recognition presents one of the most significant challenges for scientists and engineers, and many different approaches have been proposed. The aim of this book is to provide a self-contained account of probabilistic analysis of these approaches. The book includes a discussion of distance measures, nonparametric methods based on kernels or nearest neighbors, Vapnik-Chervonenkis theory, epsilon entropy, parametric classification, error estimation, tree classifiers, and neural networks. Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises complement the material.

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Grifin Books is a small family run bookstore based in Connecticut. Our selection is typically very eclectic, as is our taste in books, but we lean towards esoteric non fiction. All inquiries are answered as soon as possible and if we can be of assistance with any of your book needs or questions please contact us. David Greif head book wrangler and bottle washer. 203 353 9193 dagreif@yahoo.com

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Griffin Books
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