A Probabilistic Theory of Pattern Recognition
- List Price: $139.99
- Binding: Hardcover
- Publisher: Springer Verlag
- Publish date: 01/01/1996
Description:
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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Returnable at the third party seller's discretion and may come without consumable supplements like access codes, CD's, or workbooks.
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