A Probabilistic Theory of Pattern Recognition

Luc Devroye

ISBN 10: 0387946187 / ISBN 13: 9780387946184

Edité par Springer New York, Springer New York, 1996

A propos de cet article

Druck auf Anfrage Neuware - Printed after ordering - 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. N° de réf. du vendeur 9780387946184

Détails bibliographiques

Titre : A Probabilistic Theory of Pattern Recognition

Éditeur : Springer New York, Springer New York

Date d'édition : 1996

Reliure : Buch

Etat : Neu

A propos de ce titre

Synopsis :

Book by Devroye Luc Gyrfi Laszlo Lugosi Gabor