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Volumn 1, Issue , 2004, Pages 699-704

Regularization constants in LS-SVMs: A fast estimate via convex optimization

Author keywords

[No Author keywords available]

Indexed keywords

FUNCTIONS; LEAST SQUARES APPROXIMATIONS; LINEAR SYSTEMS; MATHEMATICAL MODELS; OPTIMIZATION; PROBLEM SOLVING; REGRESSION ANALYSIS;

EID: 10944251294     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (9)

References (18)
  • 4
    • 0025490985 scopus 로고
    • Networks for approximation and learning
    • Proceedings of the IEEE, septenber
    • T. Poggio and F. Girosi, "Networks for approximation and learning," in Proceedings of the IEEE, vol. 78, no. 9. Proceedings of the IEEE, septenber 1990, pp. 1481-1497.
    • (1990) Proceedings of the IEEE , vol.78 , Issue.9 , pp. 1481-1497
    • Poggio, T.1    Girosi, F.2
  • 9
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • J. A. K. Suykens and J. Vandewalle, "Least squares support vector machine classifiers," Neural Processing Letters, vol. 9, no. 3, pp. 293-300, 1999.
    • (1999) Neural Processing Letters , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 12
    • 33847186835 scopus 로고    scopus 로고
    • Additive regularization: Fusion of training and validation levels in kernel methods
    • Submitted for Publication, ESAT-SISTA, K.U.Leuven (Leuven, Belgium)
    • K. Pelckmans, J. A. K. Suykens, and B. De Moor, "Additive regularization: Fusion of training and validation levels in kernel methods," (Submitted for Publication) Internal Report 03-184, ESAT-SISTA, K.U.Leuven (Leuven, Belgium), 2003.
    • (2003) Internal Report , vol.3 , Issue.184
    • Pelckmans, K.1    Suykens, J.A.K.2    De Moor, B.3
  • 14
    • 0000234257 scopus 로고
    • The evidence framework applied to classification networks
    • D. J. C. MacKay, "The evidence framework applied to classification networks," Neural Computation, vol. 4, pp. 698-714, 1992.
    • (1992) Neural Computation , vol.4 , pp. 698-714
    • MacKay, D.J.C.1
  • 16
    • 0036161011 scopus 로고    scopus 로고
    • Choosing multiple parameters for support vector machines
    • O. Chapelle, V. Vapnik, O. Bousquet, and S. Mukherjee, "Choosing multiple parameters for support vector machines," Machine Learning, vol. 46, no. 1-3, pp. 131-159, 2002.
    • (2002) Machine Learning , vol.46 , Issue.1-3 , pp. 131-159
    • Chapelle, O.1    Vapnik, V.2    Bousquet, O.3    Mukherjee, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.