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Volumn 8, Issue , 2007, Pages 1007-1025

On the consistency of multiclass classification methods

Author keywords

Bayes risk; Consistency; Multiclass classification

Indexed keywords

BINARY SEQUENCES; NUMERICAL METHODS; PROBLEM SOLVING; STATISTICAL METHODS; THEOREM PROVING;

EID: 34249062309     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (291)

References (13)
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    • Process consistency for AdaBoost
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    • Jiang, W.1
  • 5
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    • Multicategory support vector machines: Theory and application to the classification of microarray data and satellite radiance data
    • Yoonkyung Lee, Yi Lin, and Grace Wahba. Multicategory support vector machines: Theory and application to the classification of microarray data and satellite radiance data. Journal of the American Statistical Association, 99(465):67-81, 2004.
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    • Lee, Y.1    Lin, Y.2    Wahba, G.3
  • 6
    • 9444269961 scopus 로고    scopus 로고
    • On the Bayes-risk consistency of regularized boosting methods
    • Gábor Lugosi and Nicolas Vayatis. On the Bayes-risk consistency of regularized boosting methods. Annals of Statistics, 32(1):30-55, 2004.
    • (2004) Annals of Statistics , vol.32 , Issue.1 , pp. 30-55
    • Lugosi, G.1    Vayatis, N.2
  • 9
    • 12444265838 scopus 로고    scopus 로고
    • Consistency of support vector machines and other regularized kernel classifiers
    • Ingo Steinwart. Consistency of support vector machines and other regularized kernel classifiers. IEEE Transactions on Information Theory, 51(1): 128-142, 2005.
    • (2005) IEEE Transactions on Information Theory , vol.51 , Issue.1 , pp. 128-142
    • Steinwart, I.1
  • 10
    • 0003425673 scopus 로고    scopus 로고
    • Multi-class support vector machines
    • Technical Report CSD-TR-98-04, Department of Computer Science, Royal Holloway College, University of London
    • Jason Weston and Chris Watkins. Multi-class support vector machines. Technical Report CSD-TR-98-04, Department of Computer Science, Royal Holloway College, University of London, 1998.
    • (1998)
    • Weston, J.1    Watkins, C.2
  • 11
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    • An infinity-sample theory for multi-category large margin classification
    • MIT Press
    • Tong Zhang. An infinity-sample theory for multi-category large margin classification. In Advances in Neural Information Processing Systems 16. MIT Press, 2004a.
    • (2004) Advances in Neural Information Processing Systems 16
    • Zhang, T.1
  • 12
    • 26944483874 scopus 로고    scopus 로고
    • Statistical analysis of some multi-category large margin classification methods
    • Tong Zhang. Statistical analysis of some multi-category large margin classification methods. Journal of Machine Learning Research, 5:1225-1251, 2004b.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 1225-1251
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  • 13
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    • Statistical behavior and consistency of classification methods based on convex risk minimization
    • Tong Zhang. Statistical behavior and consistency of classification methods based on convex risk minimization. Annals of Statistics, 32(1):56-85, 2004c.
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    • Zhang, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.