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Volumn , Issue , 2005, Pages

Class-size independent generalization analsysis of some discriminative multi-category classification methods

Author keywords

[No Author keywords available]

Indexed keywords

GENERALIZATION BOUND; GENERALIZATION PERFORMANCE; LOGISTIC REGRESSIONS; MISCLASSIFICATION ERROR; MULTI-CATEGORY CLASSIFICATION;

EID: 84899018572     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (5)

References (10)
  • 2
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    • Parameter estimation for statistical parsing models: Theory and practice of distribution-free methods
    • available at
    • Michael Collins. Parameter estimation for statistical parsing models: Theory and practice of distribution-free methods. In IWPT, 2001. available at http://www.ai.mit.edu/people/mcollins/publications.html.
    • (2001) IWPT
    • Collins, M.1
  • 3
    • 0010442827 scopus 로고    scopus 로고
    • On the algorithmic implementation of multiclass kernel-based vector machines
    • Koby Crammer and Yoram Singer. On the algorithmic implementation of multiclass kernel-based vector machines. Journal of Machine Learning Research, 2:265-292, 2001.
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 265-292
    • Crammer, K.1    Singer, Y.2
  • 4
    • 2142775432 scopus 로고    scopus 로고
    • Multicategory support vector machines, theory, and application to the classification of microarray data and satellite radiance data
    • Y. Lee, Y. Lin, and G. Wahba. Multicategory support vector machines, theory, and application to the classification of microarray data and satellite radiance data. Journal of American Statistical Association, 99:67-81, 2004.
    • (2004) Journal of American Statistical Association , vol.99 , pp. 67-81
    • Lee, Y.1    Lin, Y.2    Wahba, G.3
  • 5
    • 0004267646 scopus 로고
    • Princeton University Press, Princeton, NJ
    • R. Tyrrell Rockafellar. Convex analysis. Princeton University Press, Princeton, NJ, 1970.
    • (1970) Convex Analysis
    • Rockafellar, R.T.1
  • 6
    • 84898948585 scopus 로고    scopus 로고
    • Max-margin markov networks
    • In Sebastian Thrun, Lawrence Saul, and Bernhard Scholkopf, editors, MIT Press, Cambridge, MA
    • Ben Taskar, Carlos Guestrin, and Daphne Koller. Max-margin markov networks. In Sebastian Thrun, Lawrence Saul, and Bernhard Scholkopf, editors, Advances in Neural Information Processing Systems 16. MIT Press, Cambridge, MA, 2004.
    • (2004) Advances in Neural Information Processing Systems , vol.16
    • Taskar, B.1    Guestrin, C.2    Koller, D.3
  • 8
    • 0042879446 scopus 로고    scopus 로고
    • Leave-one-out bounds for kernel methods
    • Tong Zhang. Leave-one-out bounds for kernel methods. Neural Computation, 15:1397-1437, 2003.
    • (2003) Neural Computation , vol.15 , pp. 1397-1437
    • Zhang, T.1
  • 9
    • 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, 2004.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 1225-1251
    • Zhang, T.1
  • 10
    • 4644257995 scopus 로고    scopus 로고
    • Statistical behavior and consistency of classification methods based on convex risk minimization
    • with discussion
    • Tong Zhang. Statistical behavior and consistency of classification methods based on convex risk minimization. The Annals of Statitics, 32:56-85, 2004. with discussion.
    • (2004) The Annals of Statitics , vol.32 , pp. 56-85
    • Zhang, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.