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Volumn , Issue , 2001, Pages

Algorithmic stability and generalization performance

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX NETWORKS; STABILITY;

EID: 84898936190     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (60)

References (12)
  • 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
    • 5844297152 scopus 로고
    • Theory of reproducing kernels
    • N. Aronszajn. Theory of reproducing kernels. Trans. Amer. Math. Soc., 68:337-404, 1950.
    • (1950) Trans. Amer. Math. Soc. , vol.68 , pp. 337-404
    • Aronszajn, N.1
  • 3
    • 0008105606 scopus 로고
    • Hilbertian kernels and splines functions
    • North-Holland
    • M. Atteia. Hilbertian Kernels and splines functions. Studies in computational mathematics 4. North-Holland, 1992.
    • (1992) Studies in Computational Mathematics , vol.4
    • Atteia, M.1
  • 4
    • 0018444763 scopus 로고
    • Distribution-free performance bounds for potential function rules
    • L.P. Devroye and T.J. Wagner. Distribution-free performance bounds for potential function rules. IEEE Trans. on Information Theory, 25(5):202-207, 1979.
    • (1979) IEEE Trans. on Information Theory , vol.25 , Issue.5 , pp. 202-207
    • Devroye, L.P.1    Wagner, T.J.2
  • 5
    • 84898981119 scopus 로고    scopus 로고
    • A study about algorithmic stability and its relation to generalization performances
    • Univ. Lyon
    • A. Elisseeff. A study about algorithmic stability and its relation to generalization performances. Technical report, Laboratoire ERIC, Univ. Lyon 2, 2000.
    • (2000) Technical Report, Laboratoire ERIC , vol.2
    • Elisseeff, A.1
  • 8
    • 0033566418 scopus 로고    scopus 로고
    • Algorithmic stability and sanity-check bounds for leave-one-out cross-validation
    • M. Kearns and D. Ron. Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. Neural Computation, 11(6):1427-1453, 1999.
    • (1999) Neural Computation , vol.11 , Issue.6 , pp. 1427-1453
    • Kearns, M.1    Ron, D.2
  • 9
    • 0001035413 scopus 로고
    • On the method of bounded differences
    • Cambridge University Press, Cambridge
    • C. McDiarmid. On the method of bounded differences. In Surveys in Combinatorics, pages 148-188. Cambridge University Press, Cambridge, 1989.
    • (1989) Surveys in Combinatorics , pp. 148-188
    • McDiarmid, C.1
  • 10
    • 0025056697 scopus 로고
    • Regularization algorithms for learning that are equivalent to multilayer networks
    • T. Poggio and F. Girosi. Regularization algorithms for learning that are equivalent to multilayer networks. Science, 247:978-982, 1990.
    • (1990) Science , vol.247 , pp. 978-982
    • Poggio, T.1    Girosi, F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.