{"product_id":"statistical-learning-theory-hardback-9780471030034","title":"Statistical Learning Theory (Hardback) 9780471030034","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eStatistical Learning Theory\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cfont size=\"4\"\u003eVladimir N. Vapnik (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780471030034, Wiley\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 12 October 1998\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e768 pages\u003cbr\u003e24.1 x 16.3 x 3.6 cm, 1.211 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003eDieses Buch widmet sich der statistischen Theorie des Lernens und der Verallgemeinerung - das heißt, dem Problem der Auswahl der gewünschten Funktion auf der Basis empirischen Datenmaterials. Anwendung findet die Theorie auf vielen verschiedenen Gebieten - in neuronalen Netzwerken, Fuzzy-Logic-Systemen und künstlicher Intelligenz - beispielsweise in der Psychologie und der Informationswissenschaft. (8\/98)\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003ePreface xxi\u003c\/p\u003e \u003cp\u003e\u003cb\u003eIntroduction: The Problem of induction and  Statistical inference 1\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eI Theory of learning and generation\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e1 Two Approches to the learnig problem 19\u003c\/p\u003e \u003cp\u003eAppendix to chapter 1: Methods for solving III-posed problems 51\u003c\/p\u003e \u003cp\u003e2  Estimation of the probability Measure and problem of learning 59\u003c\/p\u003e \u003cp\u003e3 Conditions for Consistency of Empirical Risk Minimization Principal 79\u003c\/p\u003e \u003cp\u003e4 Bounds on the Risk for indicator Loss Functions 121\u003c\/p\u003e \u003cp\u003eAppendix to Chapter 4: Lower Bounds on the Risk of the ERM Principle 169\u003c\/p\u003e \u003cp\u003e5 Bounds on the Risk for Real-valued loss functions 183\u003c\/p\u003e \u003cp\u003e6 The structural Risk Minimization Principle 219\u003c\/p\u003e \u003cp\u003eAppendix to chapter 6: Estimating Functions on the basis of indirect measurements 271\u003c\/p\u003e \u003cp\u003e7 stochastic III-posed problems 293\u003c\/p\u003e \u003cp\u003e8 Estimating the values of Function at given points 339\u003c\/p\u003e \u003cp\u003e\u003cb\u003eII Support Vector Estimation of Functions\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e9 Perceptions and their Generalizations 375\u003c\/p\u003e \u003cp\u003e10 The Support Vector Method for Estimating Indicator functions 401\u003c\/p\u003e \u003cp\u003e11 The Support Vector Method for Estimating Real-Valued functions 443\u003c\/p\u003e \u003cp\u003e12 SV Machines for pattern Recognition 493\u003c\/p\u003e \u003cp\u003e13 SV Machines for Function Approximations, Regression Estimation, and Signal Processing 521\u003c\/p\u003e \u003cp\u003e\u003cb\u003eIII Statistical Foundation of Learning Theory\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e14 Necessary and Sufficient Conditions for Uniform Convergence of Frequencies to their Probabilities  571\u003c\/p\u003e \u003cp\u003e15 Necessary and Sufficient Conditions for Uniform Convergence of Means to their Expectations 597\u003c\/p\u003e \u003cp\u003e16 Necessary and Sufficient Conditions for Uniform One-sided Convergence of Means to their Expectations 629\u003c\/p\u003e \u003cp\u003eComments and Bibliographical Remarks 681\u003c\/p\u003e \u003cp\u003eReferences 723\u003c\/p\u003e \u003cp\u003eIndex 733\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Mathematics [\u003ca title=\"See our other books on Mathematics\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Mathematics%20%5BPB%5D%22\"\u003ePB\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Wiley-Interscience","offers":[{"title":"Brand New","offer_id":52483198976280,"sku":"9780471030034","price":137.47,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9780471030034.jpg?v=1786023893","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/statistical-learning-theory-hardback-9780471030034","provider":"Freshly Printed Books","version":"1.0","type":"link"}