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Volumn 25, Issue 8, 2010, Pages 1133-1138

Feature selection and parameter optimization for SVM based on genetic algorithm with feature chromosomes

Author keywords

Feature chromosomes; Feature selection; Genetic algorithm; Parameters optimization; Support vector machines

Indexed keywords

ASYMPTOTIC BEHAVIORS; CLASSIFICATION ACCURACY; FEATURE CHROMOSOMES; FEATURE SELECTION; FEATURE SUBSET; GENERALIZATION ERROR; GRID SEARCH; NEW APPROACHES; PARAMETER OPTIMIZATION; PARAMETERS OPTIMIZATION; PROCESSING TIME; STRAIGHT LINES; SUPPORT VECTOR;

EID: 77956978750     PISSN: 10010920     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (10)

References (11)
  • 2
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    • A practical guide to support vector classification
    • 2006-07-22
    • Hsu C W, Chang C C, Lin C J. A practical guide to support vector classification[DB/OL]. http://www.csie.ntu.edu.tw/~cjlin/papers/guide/guide.pdf. 2006-07-22.
    • Hsu, C.W.1    Chang, C.C.2    Lin, C.J.3
  • 3
    • 0032028297 scopus 로고    scopus 로고
    • Feature subset selection using a genetic algorithm
    • Yang J, Honavar V. Feature subset selection using a genetic algorithm[J]. IEEE Intelligent Systems, 1998, 13(2): 44-49.
    • (1998) IEEE Intelligent Systems , vol.13 , Issue.2 , pp. 44-49
    • Yang, J.1    Honavar, V.2
  • 4
    • 0742307309 scopus 로고    scopus 로고
    • Feature subset selection for support vector machines through discriminative function pruning analysis
    • Mao K Z. Feature subset selection for support vector machines through discriminative function pruning analysis[J]. IEEE Trans on Systems, Man and Cybernetics, 2004, 34(1): 60-67.
    • (2004) IEEE Trans on Systems, Man and Cybernetics , vol.34 , Issue.1 , pp. 60-67
    • Mao, K.Z.1
  • 5
    • 33748076461 scopus 로고    scopus 로고
    • A GA-based feature selection and parameters optimization for support vector machines
    • Huang C L, Wang C J. A GA-based feature selection and parameters optimization for support vector machines[J]. Expert Systems with Applications, 2006, 31(2): 231-240.
    • (2006) Expert Systems with Applications , vol.31 , Issue.2 , pp. 231-240
    • Huang, C.L.1    Wang, C.J.2
  • 6
    • 0037822222 scopus 로고    scopus 로고
    • Asymptotic behaviors of support vector machines with Gaussian Kernel
    • Keerthi S S, Lin C J. Asymptotic behaviors of support vector machines with Gaussian Kernel[J]. Neural Computation, 2003, 15(7): 1667-1689.
    • (2003) Neural Computation , vol.15 , Issue.7 , pp. 1667-1689
    • Keerthi, S.S.1    Lin, C.J.2
  • 9
    • 0003710380 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • 2006-04-06
    • Chang C C, Lin C J. LIBSVM: A library for support vector machines[DB/OL]. http://www.csie.ntu.edu.tw/cjlin/libsvm. 2006-04-06.
    • Chang, C.C.1    Lin, C.J.2
  • 10
    • 0003408496 scopus 로고    scopus 로고
    • UCI repository of machine learning database
    • 2006-05-12
    • Murphy P M, Aha D W. UCI repository of machine learning database[DB/OL]. http://www.ics.uci.edu/mlearn/MLRepository.html. 2006-05-12.
    • Murphy, P.M.1    Aha, D.W.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.