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Volumn 18, Issue 5, 2007, Pages 1541-1544

Working set selection using functional gain for LS-SVM

Author keywords

Fast algorithm; Least squares support vector machine (LS SVM); Sequential minimal optimization (SMO)

Indexed keywords

ALGORITHMS; CONVERGENCE OF NUMERICAL METHODS; ITERATIVE METHODS; LEAST SQUARES APPROXIMATIONS; OPTIMIZATION;

EID: 34548657443     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2007.899715     Document Type: Article
Times cited : (23)

References (11)
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  • 6
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    • An improved conjugate gradient method scheme to the solution of least squares SVM
    • Mar
    • W. Chu, C. J. Ong, and S. S. Keerthy, "An improved conjugate gradient method scheme to the solution of least squares SVM," IEEE Trans. Neural Netw., vol. 16, no. 2, pp. 498-501, Mar. 2005.
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    • Chu, W.1    Ong, C.J.2    Keerthy, S.S.3
  • 7
    • 0037313407 scopus 로고    scopus 로고
    • SMO for least squares SVM formulations
    • S. S. Keerthi and S. K. Shevade, "SMO for least squares SVM formulations," Neural Comput., vol. 15, pp. 487-507, 2003.
    • (2003) Neural Comput , vol.15 , pp. 487-507
    • Keerthi, S.S.1    Shevade, S.K.2
  • 8
    • 34248636293 scopus 로고    scopus 로고
    • Fast sparse approximation for least squares support vector machine
    • May
    • L. C. Jiao, L. F. Bo, and L. Wang, "Fast sparse approximation for least squares support vector machine," IEEE Trans. Neural Netw., vol. 18, no. 3, pp. 685-697, May 2007.
    • (2007) IEEE Trans. Neural Netw , vol.18 , Issue.3 , pp. 685-697
    • Jiao, L.C.1    Bo, L.F.2    Wang, L.3
  • 9
    • 33745784639 scopus 로고    scopus 로고
    • Maximum-gain working set selection for SVMs
    • T. Glasmachers and C. Igel, "Maximum-gain working set selection for SVMs," J. Mach. Learn. Res., vol. 7, pp. 1437-1466, 2006.
    • (2006) J. Mach. Learn. Res , vol.7 , pp. 1437-1466
    • Glasmachers, T.1    Igel, C.2
  • 10
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    • Working set selection using second order information for training support vector machines
    • R. E. Fan, P. H. Chen, and C. J. Lin, "Working set selection using second order information for training support vector machines," J. Mach. Learn. Res., vol. 6, pp. 1889-1918, 2005.
    • (2005) J. Mach. Learn. Res , vol.6 , pp. 1889-1918
    • Fan, R.E.1    Chen, P.H.2    Lin, C.J.3
  • 11
    • 0003120218 scopus 로고    scopus 로고
    • Sequential minimal optimization: A fast algorithm for training support vector machines
    • J. Platt, "Sequential minimal optimization: A fast algorithm for training support vector machines," Advance in Kernel Methods - Support Vector Learning, pp. 185-208, 1999.
    • (1999) Advance in Kernel Methods - Support Vector Learning , pp. 185-208
    • Platt, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.