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Volumn 5, Issue , 2004, Pages 219-238

On the importance of small coordinate projections

Author keywords

Coordinate projections; Data dependent complexities; Generalization bounds; Statistical learning theory

Indexed keywords

ARTIFICIAL INTELLIGENCE;

EID: 84897541071     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (4)

References (23)
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    • Alon, N.1    Ben-David, S.2    Cesa-Bianchi, N.3    Haussler, D.4
  • 4
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    • Concentration inequalities using the entropy method
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    • Boucheron, S.1    Lugosi, G.2    Massart, P.3
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    • A Bennett concentration inequality and its application to suprema of empirical processes
    • O. Bousquet. A Bennett concentration inequality and its application to suprema of empirical processes. Comptes-Rendus de l'Académie Scientifique de Paris, Ser. I, 334, 495-500, 2002.
    • (2002) Comptes-Rendus de l'Académie Scientifique de Paris, Ser. I , vol.334 , pp. 495-500
    • Bousquet, O.1
  • 9
    • 0141744686 scopus 로고
    • A remark on Talagrand's deviation inequality for Rademacher functions
    • Lecture Notes in Mathematics, Springer
    • W. B. Johnson and G. Schechtman. A remark on Talagrand's deviation inequality for Rademacher functions. In Functional Analysis (Austin, TX, 1987/1989), Lecture Notes in Mathematics 1470, 72-77, Springer, 1991.
    • (1991) Functional Analysis (Austin, TX, 1987/1989) , vol.1470 , pp. 72-77
    • Johnson, W.B.1    Schechtman, G.2
  • 13
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    • Rademacher averages and phase transitions in Glivenko-Cantelli classes
    • S. Mendelson. Rademacher averages and phase transitions in Glivenko-Cantelli classes. IEEE Transactions on Information Theory, 48(1), 251-263, 2002a.
    • (2002) IEEE Transactions on Information Theory , vol.48 , Issue.1 , pp. 251-263
    • Mendelson, S.1
  • 14
    • 0036648803 scopus 로고    scopus 로고
    • Improving the sample complexity using global data
    • S. Mendelson. Improving the sample complexity using global data. IEEE Transactions on Information Theory, 48(7), 1977-1991, 2002b.
    • (2002) IEEE Transactions on Information Theory , vol.48 , Issue.7 , pp. 1977-1991
    • Mendelson, S.1
  • 15
    • 35248851077 scopus 로고    scopus 로고
    • A few notes on statistical learning theory
    • S. Mendelson and A. J. Smola Eds., Lecture Notes in Computer Sciences, Springer
    • S. Mendelson. A few notes on Statistical Learning Theory. In Proceedings of the Machine Learning Summer School, Canberra 2002, S. Mendelson and A. J. Smola (Eds.), Lecture Notes in Computer Sciences LNCS 2600, 1-40, Springer, 2003.
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  • 21
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    • Talagrand, M.1
  • 23
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    • On the uniform convergence of relative frequencies of events to their probabilities
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    • Vapnik, V.1    Chervonenkis, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.