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Volumn 2375, Issue , 2002, Pages 59-73

Some local measures of complexity of convex hulls and generalization bounds

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTERS;

EID: 26444452739     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/3-540-45435-7_5     Document Type: Conference Paper
Times cited : (28)

References (21)
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    • Ball, K.1    Pajor, A.2
  • 5
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    • A Bennett concentration inequality and its application to empirical processes
    • Ser. I
    • O. Bousquet. A Bennett concentration inequality and its application to empirical processes. C. R. Acad. Sci. Paris, Ser. I 334, pages 495-500, 2002.
    • (2002) C. R. Acad. Sci. Paris , vol.334 , pp. 495-500
    • Bousquet, O.1
  • 6
    • 0000261110 scopus 로고    scopus 로고
    • Metric entropy of convex hulls in Hilbert spaces
    • B. Carl. Metric entropy of convex hulls in Hilbert spaces. Bulletin of the London Mathematical Society, 29, pages 452-458, 1997.
    • (1997) Bulletin of the London Mathematical Society , vol.29 , pp. 452-458
    • Carl, B.1
  • 9
    • 0001605679 scopus 로고
    • Universal Donsker classes and metric entropy
    • R. Dudley. Universal Donsker classes and metric entropy. Annals of Probability, 15, pages 1306-1326, 1987.
    • (1987) Annals of Probability , vol.15 , pp. 1306-1326
    • Dudley, R.1
  • 11
    • 0006735178 scopus 로고    scopus 로고
    • Metric entropy of convex hulls
    • F. Gao. Metric entropy of convex hulls. Israel Journal of Mathematics, 123, pages 359-364, 2001.
    • (2001) Israel Journal of Mathematics , vol.123 , pp. 359-364
    • Gao, F.1
  • 12
    • 0012799913 scopus 로고
    • Gaussian characterization of uniform Donsker classes of functions
    • E. Giné and J. Zinn. Gaussian characterization of uniform Donsker classes of functions. Annals of Probability, 19, pages 758-782, 1991.
    • (1991) Annals of Probability , vol.19 , pp. 758-782
    • Giné, E.1    Zinn, J.2
  • 13
    • 0001166808 scopus 로고    scopus 로고
    • Rademacher processes and bounding the risk of function learning
    • Eds. E. Gine, D. Mason and J. Wellner
    • V. I. Koltchinskii and D. Panchenko. Rademacher processes and bounding the risk of function learning. In High Dimensional Probability II, Eds. E. Gine, D. Mason and J. Wellner, pp. 443-459, 2000.
    • (2000) High Dimensional Probability II , pp. 443-459
    • Koltchinskii, V.I.1    Panchenko, D.2
  • 14
    • 0036104545 scopus 로고    scopus 로고
    • Empirical margin distributions and bounding the generalization error of combined classifiers
    • V. I. Koltchinskii and D. Panchenko. Empirical margin distributions and bounding the generalization error of combined classifiers. Annals of Statistics, 30(1), 2002.
    • (2002) Annals of Statistics , vol.30 , Issue.1
    • Koltchinskii, V.I.1    Panchenko, D.2
  • 18
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    • Some applications of concentration inequalities to statistics
    • P. Massart. Some applications of concentration inequalities to statistics. Annales de la Faculté des Sciences de Toulouse, IX, pages 245-303, 2000.
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    • Massart, P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.