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Statistical learning theory and stochastic optimization : Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001

著者: Olivier Catoni; Jean Picard; LINK (Online service)
出版商: Berlin : Springer-Verlag, ©2004.
丛书: Lecture notes in mathematics (Springer-Verlag), 1851.
版本/格式:   电子图书 : 文献 : 会议刊物 : 英语查看所有的版本和格式
提要:
Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a good idea, to use as is often done in practice a notoriously "wrong'' (i.e. over-simplified) model to predict, estimate or classify. This point of view takes  再读一些...
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类型/形式: Electronic books
Conference papers and proceedings
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附加的形体格式: Print version:
Catoni, Olivier.
Statistical learning theory and stochastic optimization.
Berlin : Springer-Verlag, ©2004
(DLC) 2004109143
(OCoLC)56714791
材料类型: 会议刊物, 文献, 互联网资源
文档类型 互联网资源, 计算机文档
所有的著者/提供者: Olivier Catoni; Jean Picard; LINK (Online service)
ISBN: 9783540445074 3540445072
OCLC号码: 56508135
注释: " ... 31st Probability Summer School in Saint-Flour (July 8-25, 2001) ..."--Preface.
描述: 1 online resource (viii, 272 pages) : illustrations.
内容: Universal Lossless Data Compression --
Links Between Data Compression and Statistical Estimation --
Non Cumulated Mean Risk --
Gibbs Estimators --
Randomized Estimators and Empirical Complexity --
Deviation Inequalities --
Markov Chains with Exponential Transitions --
References --
Index.
丛书名: Lecture notes in mathematics (Springer-Verlag), 1851.
其他题名: Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
责任: Olivier Catoni ; editor, Jean Picard.

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Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. The author focuses on non-asymptotic bounds of the statistical risk, allowing one to choose  再读一些...

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From the reviews:"This book is based on a course of lectures given by the author on a circle of ideas lying at the interface of information theory, statistical learning theory and statistical 再读一些...

 
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