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Volumn 2111, Issue , 2001, Pages 224-240

Rademacher and Gaussian complexities: Risk bounds and structural results

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX NETWORKS; DECISION TREES; SUPPORT VECTOR MACHINES; TREES (MATHEMATICS);

EID: 84943261848     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-44581-1_15     Document Type: Conference Paper
Times cited : (75)

References (21)
  • 1
    • 0032028728 scopus 로고    scopus 로고
    • Bartlett. 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 Transactions on Information Theory, 44(2):525–536, 1998.
    • (1998) IEEE Transactions on Information Theory , vol.44 , Issue.2 , pp. 525-536
    • Peter, L.1
  • 3
    • 0041494283 scopus 로고    scopus 로고
    • Generalization in decision trees and DNF: Does size matter?
    • Mostefa Golea, Peter L. Bartlett, and Wee Sun Lee. Generalization in decision trees and DNF: Does size matter? In NIPS 10, pages 259–265, 1998.
    • (1998) NIPS 10 , pp. 259-265
    • Golea, M.1    Bartlett, P.L.2    Lee, W.S.3
  • 4
    • 0031122049 scopus 로고    scopus 로고
    • An experimental and theoretical comparison of model selection methods
    • Michael J. Kearns, Yishay Mansour, Andrew Y. Ng, and Dana Ron. An experimental and theoretical comparison of model selection methods. Machine Learning, 27:7–50, 1997.
    • (1997) Machine Learning , vol.27 , pp. 7-50
    • Kearns, M.J.1    Mansour, Y.2    Ng, R.Y.3    Ron, D.4
  • 10
    • 0033870982 scopus 로고    scopus 로고
    • Improved generalization through explicit optimization of margins
    • Llew Mason, Peter L. Bartlett, and Jonathan Baxter. Improved generalization through explicit optimization of margins. Machine Learning, 38(3):243–255, 2000.
    • (2000) Machine Learning , vol.38 , Issue.3 , pp. 243-255
    • Mason, L.1    Bartlett, P.L.2    Baxter, J.3
  • 11
    • 0001035413 scopus 로고
    • On the method of bounded differences
    • Cambridge University Press
    • C. McDiarmid. On the method of bounded differences. In Surveys in Combinatorics 1989, pages 148–188. Cambridge University Press, 1989.
    • (1989) Surveys in Combinatorics 1989 , pp. 148-188
    • McDiarmid, C.1
  • 17
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • October
    • Robert E. Schapire, Yoav Freund, Peter L. Bartlett, and Wee Sun Lee. Boosting the margin: a new explanation for the effectiveness of voting methods. Annals of Statistics, 26(5):1651–1686, October 1998.
    • (1998) Annals of Statistics , vol.26 , Issue.5 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.L.3    Lee, W.S.4
  • 20
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vladimir N. Vapnik and A. Y. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications, 16(2):264–280, 1971.
    • (1971) Theory of Probability and Its Applications , vol.16 , Issue.2 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.Y.2
  • 21
    • 0035441827 scopus 로고    scopus 로고
    • Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators
    • (To appear)
    • R. C. Williamson, A. J. Smola, and B. Schölkopf.: Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators. IEEE Transactions on Information Theory, 2001. (To appear).
    • (2001) IEEE Transactions on Information Theory
    • Williamson, R.C.1    Smola, A.J.2    Schölkopf, B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.