{"product_id":"a-probabilistic-theory-of-pattern-recognition-von-luc-devroye-laszlo-gyorfi-gabor-lugosi","title":"A Probabilistic Theory of Pattern Recognition","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, 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.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9780387946184\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781461268772\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9780387946184","offer_id":51466643782,"sku":"9780387946184","price":139.09,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9781461268772","offer_id":39414821814365,"sku":"9781461268772","price":96.29,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/a0fb6448-5ce2-4ab5-a577-333094e023ff.jpg?v=1772168551","url":"https:\/\/shop.autorenwelt.de\/en\/products\/a-probabilistic-theory-of-pattern-recognition-von-luc-devroye-laszlo-gyorfi-gabor-lugosi","provider":"Autorenwelt Shop","version":"1.0","type":"link"}