دانلود کتاب A Probabilistic Theory of Pattern Recognition

Name: A Probabilistic Theory of Pattern Recognition
Availability: InStock
Author: Luc Devroye
ISBN: 0387946187, 9780387946184

by Luc Devroye, László Györfi, Gábor Lugosi (auth.)

عنوان فارسی: نظریه احتمالی تشخیص الگو
ناشر: Springer-Verlag New York
سال: 1996
ویرایش: 1
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 638-654
شابک: 0387946187, 9780387946184
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 11.00 مگابایت

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جزییات کتاب

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.