{"product_id":"a-probabilistic-theory-of-pattern-recognition-stochastic-modelling-and-applied-probability-0387946187","title":"A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)","description":"\u003cp\u003e\u003cstrong\u003eISBN:\u003c\/strong\u003e 0387946187\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAuthor:\u003c\/strong\u003e Devroye, Luc\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003c\/p\u003e\u003cp\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, 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.\u003c\/p\u003e","brand":"Mia Karts","offers":[{"title":"Default Title","offer_id":51824435233056,"sku":"NEW0387946187","price":136.04,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0980\/7426\/3840\/files\/61e7rYhuPvL.jpg?v=1781211986","url":"https:\/\/miakarts.com\/products\/a-probabilistic-theory-of-pattern-recognition-stochastic-modelling-and-applied-probability-0387946187","provider":"Miakarts Books","version":"1.0","type":"link"}