{"product_id":"a-probabilistic-theory-of-pattern-recognition-9780387946184","title":"A Probabilistic Theory of Pattern Recognition","description":"\u003cp\u003e • Author(s): Luc Devroye\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003ePattern 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.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45277865476247,"sku":"9780387946184","price":9548.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780387946184.webp?v=1769289402","url":"https:\/\/atlanticbooks.com\/products\/a-probabilistic-theory-of-pattern-recognition-9780387946184","provider":"Atlantic Books","version":"1.0","type":"link"}