A Probabilistic Theory of Pattern Recognition
| Autor: | Devroye, Luc Györfi, Laszlo Lugosi, Gabor |
|---|---|
| EAN: | 9781461268772 |
| Sachgruppe: | Mathematik |
| Sprache: | Englisch |
| Seitenzahl: | 660 |
| Produktart: | Kartoniert / Broschiert |
| Veröffentlichungsdatum: | 22.11.2013 |
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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.
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