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

저자: Olivier Catoni; Jean Picard; LINK (Online service)
출판사: Berlin : Springer-Verlag, ©2004.
시리즈: Lecture notes in mathematics (Springer-Verlag), 1851.
판/형식:   전자도서 : 문서 : 컨퍼런스 간행물 : 영어모든 판과 형식 보기
데이터베이스:WorldCat
요약:
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  더 읽기…
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장르/형태: Electronic books
Conference papers and proceedings
Congresses
추가적인 물리적 형식: Print version:
Catoni, Olivier.
Statistical learning theory and stochastic optimization.
Berlin : Springer-Verlag, ©2004
(DLC) 2004109143
(OCoLC)56714791
자료 유형: 컨퍼런스 간행물, 문서, 인터넷 자료
문서 형식: 인터넷 자원, 컴퓨터 파일
모든 저자 / 참여자: Olivier Catoni; Jean Picard; LINK (Online service)
ISBN: 9783540445074 3540445072
OCLC 번호: 56508135
메모: " ... 31st Probability Summer School in Saint-Flour (July 8-25, 2001) ..."--Preface.
설명: 1 online resource (viii, 272 pages) : illustrations.
내용: 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.
일련 제목: Lecture notes in mathematics (Springer-Verlag), 1851.
다른 제목 Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
책임: Olivier Catoni ; editor, Jean Picard.

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e. over-simplified) model to predict, estimate or classify. This point of view takes its roots in three fields: information theory, statistical mechanics, and PAC-Bayesian theorems. Results on the  더 읽기…

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