서지주요정보
Boosting foundations and algorithms / [electronic resource]
서명 / 저자 Boosting [electronic resource] : foundations and algorithms / Robert E. Schapire and Yoav Freund.
저자명 Freund, Yoav.;Schapire, Robert E.
발행사항 Cambridge, MA : MIT Press, c2012.
총서명 Adaptive computation and machine learning
Online Access http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=458478URL

서지기타정보

서지기타정보
청구기호 Q325.75 .S33 2012eb
형태사항 1 online resource (xv, 526 p.) : ill.
언어 English
서지주기 Includes bibliographical references and index.
내용 Foundations of machine learning -- Using AdaBoost to minimize training error -- Direct bounds on the generalization error -- The margins explanation for boosting's effectiveness -- Game theory, online learning, and boosting -- Loss minimization and generalizations of boosting -- Boosting, convex optimization, and information geometry -- Using confidence-rated weak predictions -- Multiclass classification problems -- Learning to rank -- Attaining the best possible accuracy -- Optimally efficient boosting -- Boosting in continuous time.
주제 Boosting (Algorithms)
Supervised learning (Machine learning)
COMPUTERS / Enterprise Applications / Business Intelligence Tools. --bisacsh
COMPUTERS / Intelligence (AI) & Semantics. --bisacsh
Boosting (Algorithms). --fast --(OCoLC)fst01893023
Supervised learning (Machine learning). --fast --(OCoLC)fst01139041
LCCN 2011038972
ISBN 9780262301183 (electronic bk.) 0262301180 (electronic bk.)
기타 표준번호 9786613655288
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