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Volumn , Issue , 2011, Pages 757-760

Handling uncertainties in SVM classification

Author keywords

maximal margin algorithm; support vector machines; uncertain labels

Indexed keywords

CLASS LABELS; CLASSIFICATION PERFORMANCE; DUAL FORM; EMPIRICAL EVIDENCE; MAXIMAL MARGIN ALGORITHMS; MAXIMUM MARGIN; MINIMUM NORM; PATTERN CLASSIFICATION PROBLEMS; POSTERIOR PROBABILITY; PROBABILITY ESTIMATE; QUADRATIC PROBLEM; REPRESENTER THEOREM; SUPPORT VECTOR; SVM CLASSIFICATION; UNCERTAIN LABELS; UNCERTAINTY INFORMATIONS;

EID: 80052189854     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SSP.2011.5967814     Document Type: Conference Paper
Times cited : (16)

References (8)
  • 3
    • 0003243224 scopus 로고    scopus 로고
    • Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods
    • MIT Press
    • John C. Platt, "Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods," in Advances in large margin classifiers. 1999, pp. 61-74, MIT Press.
    • (1999) Advances in Large Margin Classifiers , pp. 61-74
    • Platt, J.C.1
  • 4
    • 84899032333 scopus 로고    scopus 로고
    • Probabilistic methods for support vector machines
    • MIT Press
    • Peter Sollich, "Probabilistic methods for support vector machines," in Advances in Neural Information Processing Systems 12. 2000, pp. 349-355, MIT Press.
    • (2000) Advances in Neural Information Processing Systems , vol.12 , pp. 349-355
    • Sollich, P.1
  • 5
    • 80052206006 scopus 로고    scopus 로고
    • A simple method for estimating conditional probabilities for SVMs
    • Bickel S. Brefeld U. Drost I. Henze N. Herden O. Minor M. Scheffer T. Stojanovic L. Abecker, A. and S. Weibelza hl, Eds
    • S. Rüping, "A Simple Method For Estimating Conditional Probabilities For SVMs," in LWA 2004, Bickel S. Brefeld U. Drost I. Henze N. Herden O. Minor M. Scheffer T. Stojanovic L. Abecker, A. and S. Weibelza hl, Eds., 2004.
    • (2004) LWA 2004
    • Rüping, S.1
  • 7
    • 77956524666 scopus 로고    scopus 로고
    • SVM classifier estimation from group probabilities
    • S. Rueping, "SVM Classifier Estimation from Group Probabilities," in ICML 2010.
    • ICML 2010
    • Rueping, S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.