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Volumn 16, Issue 2, 2005, Pages 498-501

An improved conjugate gradient scheme to the solution of least squares SVM

Author keywords

Conjugate gradient (CG); Least square support vector machines (LS SVM); Sequential minimal optimization (SMO)

Indexed keywords

ALGORITHMS; LEAST SQUARES APPROXIMATIONS; LINEAR EQUATIONS; LINEAR SYSTEMS; NUMERICAL METHODS; OPTIMIZATION; PROBLEM SOLVING;

EID: 15344351150     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2004.841785     Document Type: Article
Times cited : (92)

References (9)
  • 3
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    • "Least squares support vector machine classifiers"
    • J. A. K. Suykens and J. Vandewalle, "Least squares support vector machine classifiers," Neural Process. Lett., vol. 9, no. 3, pp. 293-300, 1999.
    • (1999) Neural Process. Lett. , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 4
    • 0036582564 scopus 로고    scopus 로고
    • "A Bayesian framework for least squares support vector machine classifiers, Gaussian processes and kernel fisher discriminant analysis"
    • T. Van Gestel, J. A. K. Suykens, G. Lanckriet, A. Lambrechts, B. De Moor, and J. Vandewalle, "A Bayesian framework for least squares support vector machine classifiers, Gaussian processes and kernel fisher discriminant analysis," Neural Computat., vol. 14, pp. 1115-1147, 2002.
    • (2002) Neural Computat. , vol.14 , pp. 1115-1147
    • Gestel, T.1    Suykens, J.A.K.2    Lanckriet, G.3    Lambrechts, A.4    Moor, B.5    Vandewalle, J.6
  • 6
    • 0037313407 scopus 로고    scopus 로고
    • "SMO algorithm for least squares SVM formulations"
    • Feb
    • S. S. Keerthi and S. K. Shevade, "SMO algorithm for least squares SVM formulations," Neural Computat.n, vol. 15, no. 2, Feb. 2003.
    • (2003) Neural Computat.n , vol.15 , Issue.2
    • Keerthi, S.S.1    Shevade, S.K.2
  • 7
    • 0003120218 scopus 로고    scopus 로고
    • "Fast training of support vector machines using sequential minimal optimization"
    • B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds. Cambridge, MA: MIT Press
    • J. C. Platt, "Fast training of support vector machines using sequential minimal optimization," in Advances in Kernel Methods - Support Vector Learning, B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds. Cambridge, MA: MIT Press, 1999, pp. 185-208.
    • (1999) Advances in Kernel Methods - Support Vector Learning , pp. 185-208
    • Platt, J.C.1
  • 9
    • 0037382208 scopus 로고    scopus 로고
    • "Evaluation of simple performance measures for tuning SVM hyperparameters"
    • K. Duan, S. S. Keerthi, and A. N. Poo, "Evaluation of simple performance measures for tuning SVM hyperparameters," Neurocomputing vol. 51, pp. 41-59, 2003.
    • (2003) Neurocomputing , vol.51 , pp. 41-59
    • Duan, K.1    Keerthi, S.S.2    Poo, A.N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.