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Volumn , Issue , 2001, Pages

A PAC-Bayesian margin bound for linear classifiers: Why SVMS Work

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Indexed keywords

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EID: 84894167296     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (38)

References (14)
  • 1
    • 0031176507 scopus 로고    scopus 로고
    • Scale sensitive dimensions, uniform convergence and learnability
    • N. Alon, S. Ben-David, N. Cesa-Bianchi, and D. Haussler. Scale sensitive dimensions, uniform convergence and learnability. Journal of the ACM, 44(4):615-631, 1997.
    • (1997) Journal of the ACM , vol.44 , Issue.4 , pp. 615-631
    • Alon, N.1    Ben-David, S.2    Cesa-Bianchi, N.3    Haussler, D.4
  • 4
    • 0028460231 scopus 로고
    • Efficient distribution-free learning of probabilistic concepts
    • M. J. Kearns and R. Schapire. Efficient distribution-free learning of probabilistic concepts. Journal of Computer and System Sciences, 48(2):464-497, 1993.
    • (1993) Journal of Computer and System Sciences , vol.48 , Issue.2 , pp. 464-497
    • Kearns, M.J.1    Schapire, R.2
  • 10
    • 84899013206 scopus 로고    scopus 로고
    • UCI. University of California Irvine: Machine Learning Repository, 1990
    • UCI. University of California Irvine: Machine Learning Repository, 1990.
  • 11
    • 0021518106 scopus 로고
    • A theory of the learnable
    • L. G. Valiant. A theory of the learnable. Communications of the ACM, 27(11):1134-1142, 1984.
    • (1984) Communications of the ACM , vol.27 , Issue.11 , pp. 1134-1142
    • Valiant, L.G.1
  • 14
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • V. Vapnik and A. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Application, 16(2):264-281, 1971.
    • (1971) Theory of Probability and its Application , vol.16 , Issue.2 , pp. 264-281
    • Vapnik, V.1    Chervonenkis, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.