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Boosting- [electronic resource] : foundations and algorithms
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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■24510▼aBoosting▼h[electronic resource] ▼bfoundations and algorithms▼dRobert E. Schapire and Yoav Freund
■260 ▼aCambridge, MA▼bMIT Press▼cc2012
■300 ▼a1 online resource (xv, 526 p) ▼bill.
■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.
■588 ▼aDescription based on print version record.
■650 0▼aBoosting (Algorithms)
■650 0▼aSupervised learning (Machine learning)
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■650 7▼aCOMPUTERS / Intelligence (AI) & Semantics.▼2bisacsh
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■650 7▼aSupervised learning (Machine learning).▼2fast▼0(OCoLC)fst01139041
■655 4▼aElectronic books.
■7001 ▼aFreund, Yoav.
■77608▼iPrint version▼aSchapire, Robert E.▼tBoosting.▼dCambridge, MA : MIT Press, c2012▼z9780262017183▼w(DLC) 2011038972▼w(OCoLC)758388404
■830 0▼aAdaptive computation and machine learning.
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