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A Probabilistic Theory of Pattern Recognition by Luc Devroye

A Probabilistic Theory of Pattern Recognition

by Luc Devroye
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Book cover type: Hardcover
  • ISBN13: 9780387946184
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 638
  • Original Price: EUR 129.99
  • Language: English
  • Edition: 1996. Corr. 2nd
  • Item Weight: 1103 grams
  • BISAC Subject(s): Probability & Statistics / General and Artificial Intelligence / Computer Vision & Pattern Recognition

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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