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Volumn 3, Issue , 2003, Pages 2039-2042

Robust Optimization in Support Vector Machine Training with Bounded Errors

Author keywords

Kernel Methods; Robust Optimization; Semidefinite Programming; Support Vector Machines

Indexed keywords

OPTIMIZATION; PERTURBATION TECHNIQUES; PROBLEM SOLVING; VECTORS;

EID: 0141571410     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (14)

References (16)
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    • Ben-Tal, A.1    Nemirovski, A.2
  • 3
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  • 4
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    • G.H. Golub and C.F. Van Loan, "An analysis of the total least squares problem," SIAM J. Numer. Anal., 17, pp.883-893, 1980.
    • (1980) SIAM J. Numer. Anal. , vol.17 , pp. 883-893
    • Golub, G.H.1    Van Loan, C.F.2
  • 5
    • 0004236492 scopus 로고    scopus 로고
    • Baltimore, MD, The Johns Hopkins University Press
    • rd ed., Baltimore, MD, The Johns Hopkins University Press, 1997.
    • (1997) rd Ed.
    • Golub, G.H.1    Van Loan, C.F.2
  • 8
    • 0031536271 scopus 로고    scopus 로고
    • Robust solutions to least- square problems with uncertain data
    • L.E. Ghaoui L. and H. Lebret, "Robust solutions to least- square problems with uncertain data," SIAM J.Matrix Anal. Appl., 18, pp. 1035-1064, 1997.
    • (1997) SIAM J. Matrix Anal. Appl. , vol.18 , pp. 1035-1064
    • Ghaoui, L.E.1    Lebret, L.H.2
  • 10
    • 0020301982 scopus 로고
    • The value of the statistic solution in stochastic linear programs with fixed resources
    • J.R. Birge, "The value of the statistic solution in stochastic linear programs with fixed resources," Math. Programming, vol.24, pp. 314-325, 1982.
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    • Birge, J.R.1
  • 11
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    • Robust optimization of large- scale systems
    • J.M. Mulvey, R.J. Vanderbei, and S.A. Zenios, "Robust optimization of large- scale systems," Operations Research, vol.43:2, pp. 264-281, 1995.
    • (1995) Operations Research , vol.43 , Issue.2 , pp. 264-281
    • Mulvey, J.M.1    Vanderbei, R.J.2    Zenios, S.A.3
  • 14
    • 22644449712 scopus 로고    scopus 로고
    • Minimum- support solutions of polyhedral concave programs
    • O.L. Mangasarian, "Minimum- support solutions of polyhedral concave programs," Optimization, vol. 45, pp. 149-162, 1999.
    • (1999) Optimization , vol.45 , pp. 149-162
    • Mangasarian, O.L.1
  • 15
    • 0001907967 scopus 로고    scopus 로고
    • Support vector machines: Hype or hallelujah?
    • K.P Bennett and C. Campbell, "Support vector machines: hype or hallelujah?" SIGKDD Explorations, 2:2, pp. 1-6, 2000.
    • (2000) SIGKDD Explorations , vol.2 , Issue.2 , pp. 1-6
    • Bennett, K.1    Campbell, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.