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Volumn 18, Issue 3, 2002, Pages 768-791

Support vector machines are universally consistent

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EID: 0036749277     PISSN: 0885064X     EISSN: None     Source Type: Journal    
DOI: 10.1006/jcom.2002.0642     Document Type: Article
Times cited : (137)

References (11)
  • 1
    • 0026966646 scopus 로고
    • A training algorithm for optimal margin classifiers
    • "Proceedings of the 5th Annual ACM Workshop on Computational Learning Theory," (D. Haussler, Ed.), ACM Press, New York
    • B. E. Boser, I. M. Guyon, and V. N. Vapnik, A training algorithm for classifiers, in "Proceedings of the 5th Annual ACM Workshop on Theory," (D. Haussler, Ed.), pp. 144-152, ACM Press, New York, 1992.
    • (1992) , pp. 144-152
    • Boser, B.E.1    Guyon, I.M.2    Vapnik, V.N.3
  • 2
    • 84899002142 scopus 로고    scopus 로고
    • Uniqueness of the SVM solution
    • (M. I. Jordan, T. K. Leen, and K.-R. Müller, Ed.), MIT Press, Cambridge, MA
    • C. J. C. Burges and D. J. Crisp, Uniqueness of the SVM solution, in Information Processing," (M. I. Jordan, T. K. Leen, and K.-R. Müller, pp. 223-229, MIT Press, Cambridge, MA, 2000.
    • (2000) "Advances in Neural Information Processing" , vol.2 , pp. 223-229
    • Burges, C.J.C.1    Crisp, D.J.2
  • 3
    • 0004148979 scopus 로고
    • "Entropy, Compactness and the Approximation of Operators"
    • Cambridge Univ. Press, Cambridge, UK
    • B. Carl and I. Stephani, "Entropy, Compactness and the Approximation of Cambridge Univ. Press, Cambridge, UK, 1990.
    • (1990)
    • Carl, B.1    Stephani, I.2
  • 4
    • 34249753618 scopus 로고
    • Support vector networks
    • C. Cortes and V. N. Vapnik, Support vector networks, Mach. Learning 20 (1995), 273-297.
    • (1995) Mach. Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.N.2
  • 5
    • 0003798635 scopus 로고    scopus 로고
    • "Support Vector Machines and other Kernel-Based Learning Methods"
    • Cambridge Univ. Press, Cambridge, UK
    • N. Cristianini and J. Shawe-Taylor, "Support Vector Machines and other Learning Methods," Cambridge Univ. Press, Cambridge, UK, 2000.
    • (2000)
    • Cristianini, N.1    Shawe-Taylor, J.2
  • 6
    • 0004019773 scopus 로고    scopus 로고
    • "A Probabilistic Theory of Pattern Recognition"
    • Springer, New York
    • L. Devroye, L. Györfi, and G. Lugosi, "A Probabilistic Theory of Springer, New York, 1997.
    • (1997)
    • Devroye, L.1    Györfi, L.2    Lugosi, G.3
  • 7
    • 0000085854 scopus 로고
    • A course on empirical processes
    • 1097
    • R. M. Dudley, A course on empirical processes, Lecture Notes Math. 1097 (1984), 1-142.
    • (1984) Lecture Notes Math , pp. 1-142
    • Dudley, R.M.1
  • 8
    • 0004094721 scopus 로고    scopus 로고
    • "Learning with Kernels"
    • MIT Press, Cambridge, MA
    • B. Schölkopf and A. J. Smola, "Learning with Kernels," MIT Press, 2002.
    • (2002)
    • Schölkopf, B.1    Smola, A.J.2
  • 9
    • 0010786475 scopus 로고    scopus 로고
    • On the influence of the kernel on the consistency of support vector machines
    • I. Steinwart, On the influence of the kernel on the consistency of J. Mach. Learning Res. 2 (2001), 67-93.
    • (2001) J. Mach. Learning Res , vol.2 , pp. 67-93
    • Steinwart, I.1
  • 11
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • V. N. Vapnik and A. Lerner, Pattern recognition using generalized Automat. Remote Control 24 (1963), 774-780.
    • (1963) Automat. Remote Control , vol.24 , pp. 774-780
    • Vapnik, V.N.1    Lerner, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.