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Volumn 1572, Issue , 1999, Pages 274-285

Generalization performance of classifiers in terms of observed covering numbers

Author keywords

[No Author keywords available]

Indexed keywords

EIGENVALUES AND EIGENFUNCTIONS; SUPPORT VECTOR MACHINES;

EID: 77952545428     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-49097-3_22     Document Type: Conference Paper
Times cited : (12)

References (10)
  • 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
  • 2
    • 0032028728 scopus 로고    scopus 로고
    • The Sample Complexity of Pattern Classification with Neural Networks: The Size of the Weights is More Important than the Size of the Network
    • Peter L. Bartlett, "The Sample Complexity of Pattern Classification with Neural Networks: The Size of the Weights is More Important than the Size of the Network," IEEE Trans. Inf. Theory, 44(2), 525-536, (1998).
    • (1998) IEEE Trans. Inf. Theory , vol.44 , Issue.2 , pp. 525-536
    • Bartlett, P.L.1
  • 3
    • 34249753618 scopus 로고
    • Support-Vector Networks
    • C. Cortes and V. Vapnik, "Support-Vector Networks," Machine Learning, 20, 273-297 (1995).
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 4
  • 9
    • 0001024505 scopus 로고
    • On the Uniform Convergence of Relative Frequencies of Events to their Probabilities
    • Vladimir N. Vapnik and Aleksei Ja. Chervonenkis, "On the Uniform Convergence of Relative Frequencies of Events to their Probabilities," Theory of Probability and Applications, 16, 264-280 (1971).
    • (1971) Theory of Probability and Applications , vol.16 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.J.2
  • 10
    • 84947752619 scopus 로고    scopus 로고
    • Entropy Numbers, Operators and Support Vector Kernels
    • See also "Generalization Performance of Regularization Networks and Support Vector Machines via Entropy Numbers of Compact Operators," IEEE Transactions on Information Theory, submitted to, July
    • Robert C. Williamson, Alex J. Smola and Bernhard Scholkopf, "Entropy Numbers, Operators and Support Vector Kernels," EuroCOLT'99 (these proceedings). See also "Generalization Performance of Regularization Networks and Support Vector Machines via Entropy Numbers of Compact Operators," http://spigot. anu. edu. au/-williams/papers/P100. ps submitted to IEEE Transactions on Information Theory, July 1998.
    • (1998) EuroCOLT'99 (these proceedings)
    • Williamson, R.C.1    Smola, A.J.2    Scholkopf, B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.