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Boosting- [electronic resource] : foundations and algorithms
Boosting - [electronic resource]  : foundations and algorithms / Robert E. Schapire and Yo...
Boosting- [electronic resource] : foundations and algorithms

상세정보

Material Type  
 단행본
Date and Time of Latest Transaction  
20140127111322
ISBN  
9780262301183 (electronic bk.)
ISBN  
0262301180 (electronic bk.)
ISBN  
9780262017183
ISBN  
0262017180
LC Callnumber  
Q325.75-.S33 2012eb
DDC  
006.3/1-23
Author  
Schapire, Robert E.
Title/Author  
Boosting - [electronic resource] : foundations and algorithms / Robert E. Schapire and Yoav Freund
Publish Info  
Cambridge, MA : MIT Press, c2012
Material Info  
1 online resource (xv, 526 p) : ill.
총서명  
Adaptive computation and machine learning
서지주기  
Includes bibliographical references and index.
Formatted Contents Note  
완전내용Foundations 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.
Subject Added Entry-Topical Term  
Boosting (Algorithms)
Subject Added Entry-Topical Term  
Supervised learning (Machine learning)
Subject Added Entry-Topical Term  
COMPUTERS / Enterprise Applications / Business Intelligence Tools.
Subject Added Entry-Topical Term  
COMPUTERS / Intelligence (AI) & Semantics.
Subject Added Entry-Topical Term  
Boosting (Algorithms).
Subject Added Entry-Topical Term  
Supervised learning (Machine learning).
Added Entry-Personal Name  
Freund, Yoav.
Additional Physical Form Entry  
Print versionSchapire, Robert E. Boosting. Cambridge, MA : MIT Press, c2012 9780262017183 (DLC) 2011038972 (OCoLC)758388404
Series Added Entry-Uniform Title  
Adaptive computation and machine learning.
Electronic Location and Access  
로그인을 한후 보실 수 있는 자료입니다.
Control Number  
joongbu:422819

MARC

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■4901  ▼aAdaptive  computation  and  machine  learning
■504    ▼aIncludes  bibliographical  references  and  index.
■5050  ▼aFoundations  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.
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