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Volumn 4507 LNCS, Issue , 2007, Pages 284-291

Tuning L1-SVM hyperparameters with modified radius margin bounds and simulated annealing

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; OPTIMIZATION; PROBLEM SOLVING; TUNING;

EID: 38049134762     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-73007-1_35     Document Type: Conference Paper
Times cited : (6)

References (10)
  • 2
    • 0003307180 scopus 로고    scopus 로고
    • Estimating the generalization performance of a SVM efficiently
    • Langley, P, ed, Morgan Kaufmann, San Francisco, US
    • Joachims, T.: Estimating the generalization performance of a SVM efficiently. In: Langley, P. (ed.) Proc. of ICML-00, pp. 431-438. Morgan Kaufmann, San Francisco, US (2000)
    • (2000) Proc. of ICML-00 , pp. 431-438
    • Joachims, T.1
  • 3
    • 0034264380 scopus 로고    scopus 로고
    • Bounds on error expectation for support vector machines
    • Vapnik, V., Chapelle, O.: Bounds on error expectation for support vector machines. Neural Computation 12(9), 2013-2036 (2000)
    • (2000) Neural Computation , vol.12 , Issue.9 , pp. 2013-2036
    • Vapnik, V.1    Chapelle, O.2
  • 4
    • 0036161011 scopus 로고    scopus 로고
    • Choosing multiple parameters for support vector machines
    • Chapelle, O., Vapnik, V., Bousquet, O., Mukherjee, S.: Choosing multiple parameters for support vector machines. Machine Learning 46(1), 131-159 (2002)
    • (2002) Machine Learning , vol.46 , Issue.1 , pp. 131-159
    • Chapelle, O.1    Vapnik, V.2    Bousquet, O.3    Mukherjee, S.4
  • 5
    • 0037382208 scopus 로고    scopus 로고
    • Evaluation of simple performance measures for tuning the svm hyperparameters
    • Duan, K., Sathiya, S., Poo, A.: Evaluation of simple performance measures for tuning the svm hyperparameters. Neurocomputing 51, 41-59 (2003)
    • (2003) Neurocomputing , vol.51 , pp. 41-59
    • Duan, K.1    Sathiya, S.2    Poo, A.3
  • 6
    • 0141430928 scopus 로고    scopus 로고
    • Radius margin bounds for support vector machines with the rbf kernel
    • Chung, K.M., Kao, W.C., Sun, C.L., Wang, L.L., Lin, C.J.: Radius margin bounds for support vector machines with the rbf kernel. Neural Computation (15), pp. 2643-2681, (2003)
    • (2003) Neural Computation , vol.15 , pp. 2643-2681
    • Chung, K.M.1    Kao, W.C.2    Sun, C.L.3    Wang, L.L.4    Lin, C.J.5
  • 8
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • Kirkpatrick, S., Gellat, C., Vecchi, M.: Optimization by simulated annealing. Science (220), pp. 671-680 (1983)
    • (1983) Science , vol.220 , pp. 671-680
    • Kirkpatrick, S.1    Gellat, C.2    Vecchi, M.3
  • 10
    • 3042983187 scopus 로고    scopus 로고
    • Adaptive simulated annealing (asa): Lessons learned
    • Ingber, A.L.: Adaptive simulated annealing (asa): Lessons learned. Control and Cybernetics 25(1), 33-54 (1996)
    • (1996) Control and Cybernetics , vol.25 , Issue.1 , pp. 33-54
    • Ingber, A.L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.