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Volumn 17, Issue 6, 2006, Pages 1362-1369

Global convergence of decomposition learning methods for support vector machines

Author keywords

Decomposition method; Global convergence; Quadratic programming (QP); Support vector machines (SVMs); Termination

Indexed keywords

COMPUTATIONAL METHODS; CONVERGENCE OF NUMERICAL METHODS; ITERATIVE METHODS; PROBLEM SOLVING; QUADRATIC PROGRAMMING;

EID: 34248677013     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2006.880584     Document Type: Article
Times cited : (31)

References (17)
  • 2
    • 0003798627 scopus 로고    scopus 로고
    • B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds., Cambridge, MA: MIT Press
    • B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds., Advances in Kernel Methods: Support Vector Learning. Cambridge, MA: MIT Press, 1999.
    • (1999) Advances in Kernel Methods: Support Vector Learning
  • 4
    • 0004063090 scopus 로고    scopus 로고
    • Upper Saddle River, NJ: Prentice-Hall
    • S. Haykin, Neural Networks. Upper Saddle River, NJ: Prentice-Hall, 1999.
    • (1999) Neural Networks
    • Haykin, S.1
  • 5
    • 0003120218 scopus 로고    scopus 로고
    • "Fast training of support vector machines using sequential minimal optimization"
    • in B. Schölkopf, C. Burges, and A. 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 Machines, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, 1998.
    • (1998) Advances in Kernel Methods: Support Vector Machines
    • Platt, J.C.1
  • 6
    • 0002714543 scopus 로고    scopus 로고
    • "Making large-scale support vector machine learning practical"
    • in B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press
    • T. Joachims, "Making large-scale support vector machine learning practical," in Advances in Kernel Methods: Support Vector Machines, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, 1998.
    • (1998) Advances in Kernel Methods: Support Vector Machines
    • Joachims, T.1
  • 7
    • 0000545946 scopus 로고    scopus 로고
    • "Improvements to Platt's SMO algorithm for SVM classifier design"
    • S. S. Keerthi, S. K. Shevade, C. Bhattacharyya, and K. R. K. Murthy, "Improvements to Platt's SMO algorithm for SVM classifier design," Neural Comput., vol. 13, pp. 637-649, 2001.
    • (2001) Neural Comput. , vol.13 , pp. 637-649
    • Keerthi, S.S.1    Shevade, S.K.2    Bhattacharyya, C.3    Murthy, K.R.K.4
  • 8
    • 0036158552 scopus 로고    scopus 로고
    • "A simple decomposition method for support vector machines"
    • C.-W. Hsu and C.-J. Lin, "A simple decomposition method for support vector machines," Mach. Learn., vol. 46, pp. 291-314, 2002.
    • (2002) Mach. Learn. , vol.46 , pp. 291-314
    • Hsu, C.-W.1    Lin, C.-J.2
  • 9
    • 0036163654 scopus 로고    scopus 로고
    • "Convergence of a generalized SMO algorithm for SVM classifier design"
    • S. S. Keerthi and E. G. Gilbert, "Convergence of a generalized SMO algorithm for SVM classifier design," Mach. Learn., vol. 46, pp. 351-360, 2002.
    • (2002) Mach. Learn. , vol.46 , pp. 351-360
    • Keerthi, S.S.1    Gilbert, E.G.2
  • 10
    • 0036129250 scopus 로고    scopus 로고
    • Asymptotic convergence of an SMO algorithm without any assumption"
    • Jan
    • C.-J. Lin, Asymptotic convergence of an SMO algorithm without any assumption," IEEE Trans. Neural Netw., vol. 13, no. 1, pp. 248-250, Jan. 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.1 , pp. 248-250
    • Lin, C.-J.1
  • 11
    • 19344375172 scopus 로고    scopus 로고
    • "Rigorous proof of termination of SMO algorithm for support vector machines"
    • May
    • N. Takahashi and T. Nishi, "Rigorous proof of termination of SMO algorithm for support vector machines," IEEE Trans. Neural Netw., vol. 16, no. 3, pp. 774-776, May 2005.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , Issue.3 , pp. 774-776
    • Takahashi, N.1    Nishi, T.2
  • 12
    • 33746932071 scopus 로고    scopus 로고
    • "A study on SMO-type decomposition methods for support vector machines"
    • Jul
    • P.-H. Chen, R.-E. Fan, and C.-J. Lin, "A study on SMO-type decomposition methods for support vector machines," IEEE Trans. Neural Netw., vol. 17, no. 4, pp. 893-908, Jul. 2006.
    • (2006) IEEE Trans. Neural Netw. , vol.17 , Issue.4 , pp. 893-908
    • Chen, P.-H.1    Fan, R.-E.2    Lin, C.-J.3
  • 13
    • 0034228643 scopus 로고    scopus 로고
    • "The analysis of decomposition methods for support vector machines"
    • Jul
    • C.-C. Chang, C.-W. Hsu, and C.-J. Lin, "The analysis of decomposition methods for support vector machines," IEEE Trans. Neural Netw., vol. 11, no. 4, pp. 1003-1008, Jul. 2000.
    • (2000) IEEE Trans. Neural Netw. , vol.11 , Issue.4 , pp. 1003-1008
    • Chang, C.-C.1    Hsu, C.-W.2    Lin, C.-J.3
  • 14
    • 0035506741 scopus 로고    scopus 로고
    • "On the convergence of the decomposition method for support vector machines"
    • Nov
    • C.-J. Lin, "On the convergence of the decomposition method for support vector machines," IEEE Trans. Neural Netw., vol. 12, no. 6, pp. 1288-1298, Nov. 2001.
    • (2001) IEEE Trans. Neural Netw. , vol.12 , Issue.6 , pp. 1288-1298
    • Lin, C.-J.1
  • 15
    • 0036737295 scopus 로고    scopus 로고
    • "A formal analysis of stopping criteria of decomposition methods for support vector machines"
    • Sep
    • C.-J. Lin, "A formal analysis of stopping criteria of decomposition methods for support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 5, pp. 1045-1052, Sep. 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.5 , pp. 1045-1052
    • Lin, C.-J.1
  • 16
    • 9444296042 scopus 로고    scopus 로고
    • "A general convergence theorem for the decomposition method"
    • N. List and H. U. Simon, "A general convergence theorem for the decomposition method," in Proc. 17th Ann. Conf. Learn. Theory, 2004, pp. 363-377.
    • (2004) Proc. 17th Ann. Conf. Learn. Theory , pp. 363-377
    • List, N.1    Simon, H.U.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.