메뉴 건너뛰기




Volumn 34, Issue 3, 1998, Pages 133-140

The complexity of model classes, and smoothing noisy data

Author keywords

Computational learning theory; Covering numbers; Smoothing; System identification

Indexed keywords


EID: 0000268018     PISSN: 01676911     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0167-6911(98)00008-5     Document Type: Article
Times cited : (8)

References (13)
  • 1
    • 0027599793 scopus 로고
    • Universal approximation bounds for super-position of a sigmoidal function
    • A.R. Barron, Universal approximation bounds for super-position of a sigmoidal function, IEEE Trans. Inform. Theory 39 (1993) 930-945.
    • (1993) IEEE Trans. Inform. Theory , vol.39 , pp. 930-945
    • Barron, A.R.1
  • 2
    • 0032028728 scopus 로고    scopus 로고
    • Pattern classification in neural networks: The size of the weights is more important than the size of the network
    • March, to appear
    • P.L. Bartlett, Pattern classification in neural networks: the size of the weights is more important than the size of the network, IEEE Trans. Inform. Theory, March 1998, to appear.
    • (1998) IEEE Trans. Inform. Theory
    • Bartlett, P.L.1
  • 3
    • 85033905530 scopus 로고    scopus 로고
    • Signal restoration for general function classes
    • in preparation
    • P.L. Bartlett, S.R. Kulkarni, Signal restoration for general function classes, Tech. Report, 1998, in preparation.
    • (1998) Tech. Report
    • Bartlett, P.L.1    Kulkarni, S.R.2
  • 4
    • 85033927331 scopus 로고    scopus 로고
    • A universally consistent estimator with deterministic data conditions
    • in preparation
    • P.L. Bartlett, S.R. Kulkarni, A universally consistent estimator with deterministic data conditions, Tech. Report, 1998, in preparation.
    • (1998) Tech. Report
    • Bartlett, P.L.1    Kulkarni, S.R.2
  • 5
    • 0030241029 scopus 로고    scopus 로고
    • Sample complexity for learning recurrent perceptron mappings
    • B. Dasgupta, E.D. Sontag, Sample complexity for learning recurrent perceptron mappings, IEEE Trans. Inform. Theory 42 (1996) 1479-1487.
    • (1996) IEEE Trans. Inform. Theory , vol.42 , pp. 1479-1487
    • Dasgupta, B.1    Sontag, E.D.2
  • 6
    • 0029256399 scopus 로고
    • Bounding the Vapnik-Chervonenkis dimension of concept classes parametrized by real numbers
    • P.W. Goldberg, M.R. Jerrum, Bounding the Vapnik-Chervonenkis dimension of concept classes parametrized by real numbers, Mach. Learning 18 (2/3) (1995) 131-148.
    • (1995) Mach. Learning , vol.18 , Issue.2-3 , pp. 131-148
    • Goldberg, P.W.1    Jerrum, M.R.2
  • 7
    • 0002192516 scopus 로고
    • Decision theoretic generalizations of the PAC model for neural net and other learning applications
    • D. Haussler, Decision theoretic generalizations of the PAC model for neural net and other learning applications, Inform. Comput. 100 (1992) 78-150.
    • (1992) Inform. Comput. , vol.100 , pp. 78-150
    • Haussler, D.1
  • 8
    • 0000624821 scopus 로고
    • ε-entropy and ε-capacity of sets in functional spaces
    • A.N. Kolmogorov, V.M. Tihomirov, ε-entropy and ε-capacity of sets in functional spaces, AMS Translations Ser. 2, 17 (1961) 277-364.
    • (1961) AMS Translations Ser. 2 , vol.17 , pp. 277-364
    • Kolmogorov, A.N.1    Tihomirov, V.M.2
  • 9
    • 0029341263 scopus 로고
    • Rates of convergence of nearest neighbor estimation under arbitrary sampling
    • S.R. Kulkarni, S.E. Posner, Rates of convergence of nearest neighbor estimation under arbitrary sampling, IEEE Trans. Inform. Theory 39 (1995) 1028-1039.
    • (1995) IEEE Trans. Inform. Theory , vol.39 , pp. 1028-1039
    • Kulkarni, S.R.1    Posner, S.E.2
  • 11
    • 0001556720 scopus 로고    scopus 로고
    • Efficient agnostic learning of neural networks with bounded fan-in
    • W.S. Lee, P.L. Bartlett, R.C. Williamson, Efficient agnostic learning of neural networks with bounded fan-in, IEEE Trans. Inform. Theory 42 (1996) 2118-2132.
    • (1996) IEEE Trans. Inform. Theory , vol.42 , pp. 2118-2132
    • Lee, W.S.1    Bartlett, P.L.2    Williamson, R.C.3
  • 13
    • 0027579403 scopus 로고
    • A note on metric dimension and feedback in discrete time
    • G. Zames, J.G. Owen, A note on metric dimension and feedback in discrete time, IEEE Trans. Automat. Control 38 (4) (1993) 664-667.
    • (1993) IEEE Trans. Automat. Control , vol.38 , Issue.4 , pp. 664-667
    • Zames, G.1    Owen, J.G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.