메뉴 건너뛰기




Volumn 11, Issue 8, 2011, Pages 4726-4737

Simple estimate of the width in Gaussian kernel with adaptive scaling technique

Author keywords

Gaussian Kernel; LS SVM; RBF network; Width

Indexed keywords

ADAPTIVE SCALING; GAUSSIAN KERNELS; KRIGING MODEL; LEAST SQUARES SUPPORT VECTOR MACHINES; LS-SVM; MACHINE LEARNING TECHNIQUES; RBF NETWORK; SIMPLE METHOD; SUFFICIENT CONDITIONS; TIME-CONSUMING TASKS; WIDTH;

EID: 80053575635     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2011.07.011     Document Type: Article
Times cited : (58)

References (29)
  • 1
    • 33645527370 scopus 로고    scopus 로고
    • An equivalence between SILF-SVR and ordinary Kriging
    • W. An, and Y. Sun An equivalence between SILF-SVR and ordinary Kriging Neural Processing Letters 23 2006 133 141
    • (2006) Neural Processing Letters , vol.23 , pp. 133-141
    • An, W.1    Sun, Y.2
  • 2
    • 0036530235 scopus 로고    scopus 로고
    • The equivalence of support vector machine and regularization neural networks
    • DOI 10.1023/A:1015292818897
    • P. Andras The equivalence of support vector machine and regularization neural networks Neural Processing Letters 65 2002 97 104 (Pubitemid 34536967)
    • (2002) Neural Processing Letters , vol.15 , Issue.2 , pp. 97-104
    • Andras, P.1
  • 3
    • 0025490985 scopus 로고
    • Networks for approximation and learning
    • T. Poggio, and F. Girosi Networks for approximation and learning Proceedings of the IEEE 78 9 1990 1481 1497
    • (1990) Proceedings of the IEEE , vol.78 , Issue.9 , pp. 1481-1497
    • Poggio, T.1    Girosi, F.2
  • 5
    • 0036825528 scopus 로고    scopus 로고
    • Weighted least squares support vector machines: Robustness and sparce approximation
    • DOI 10.1016/S0925-2312(01)00644-0, PII S0925231201006440
    • J.A.K. Suykens, J.D. Brabanter, L. Lukas, and J. Vandewalle Weighted least squares support vector machines: robustness and sparse approximation Neurocomputing 48 2002 85 105 (Pubitemid 36221490)
    • (2002) Neurocomputing , vol.48 , pp. 85-105
    • Suykens, J.A.K.1    De Brabanter, J.2    Lukas, L.3    Vandewalle, J.4
  • 6
    • 34547544292 scopus 로고    scopus 로고
    • New least squares support vector machines based on matrix patterns
    • DOI 10.1007/s11063-007-9041-1
    • Z. Wang, and S. Chen New least squares support vector machines based on matrix patterns Neural Processing Letters 26 2007 41 56 (Pubitemid 47185510)
    • (2007) Neural Processing Letters , vol.26 , Issue.1 , pp. 41-56
    • Wang, Z.1    Chen, S.2
  • 7
    • 0037497947 scopus 로고    scopus 로고
    • Recursive update algorithm for least squares support vector machines
    • H.M. Chi, and O.K. Ersoy Recursive update algorithm for least squares support vector machines Neural Processing Letters 17 2003 165 173
    • (2003) Neural Processing Letters , vol.17 , pp. 165-173
    • Chi, H.M.1    Ersoy, O.K.2
  • 8
    • 0345328220 scopus 로고    scopus 로고
    • Digital least squares support vector machines
    • D. Anguita, and A. Boni Digital least squares support vector machines Neural Processing Letters 18 2003 65 72
    • (2003) Neural Processing Letters , vol.18 , pp. 65-72
    • Anguita, D.1    Boni, A.2
  • 9
    • 62649155127 scopus 로고    scopus 로고
    • Least square transduction support vector machine
    • R. Zhang, W. Wang, Y. Ma, and C. Men Least square transduction support vector machine Neural Processing Letters 29 2009 133 142
    • (2009) Neural Processing Letters , vol.29 , pp. 133-142
    • Zhang, R.1    Wang, W.2    Ma, Y.3    Men, C.4
  • 10
    • 0345328110 scopus 로고    scopus 로고
    • On the kernel widths in radial-basis function networks
    • N. Benoudjit, and M. Verleysen On the kernel widths in radial-basis function networks Neural Processing Letters 18 2003 139 154
    • (2003) Neural Processing Letters , vol.18 , pp. 139-154
    • Benoudjit, N.1    Verleysen, M.2
  • 13
    • 0141686629 scopus 로고    scopus 로고
    • Simulation-based optimization using computational intelligence
    • H. Nakayama, M. Arakawa, and R. Sasaki Simulation-based optimization using computational intelligence Optimization and Engineering 3 2002 201 214
    • (2002) Optimization and Engineering , vol.3 , pp. 201-214
    • Nakayama, H.1    Arakawa, M.2    Sasaki, R.3
  • 17
    • 0036588666 scopus 로고    scopus 로고
    • Exploration of metamodeling sampling criteria for constrained global optimization
    • DOI 10.1080/03052150211751
    • M.J. Sasena, P.Y. Papalambros, and P. Goovaerts Exploration of metamodeling sampling criteria for constrained global optimization Engineering Optimization 34 3 2002 263 278 (Pubitemid 35263141)
    • (2002) Engineering Optimization , vol.34 , Issue.3 , pp. 263-278
    • Sasena, M.J.1    Papalambros, P.2    Goovaerts, P.3
  • 18
    • 0037530481 scopus 로고    scopus 로고
    • Adaptive response surface method using inherited Latin hypercube design points
    • G.G. Wang Adaptive response surface method using inherited Latin hypercube design points Journal of Mechanical Design 125 2003 210 220
    • (2003) Journal of Mechanical Design , vol.125 , pp. 210-220
    • Wang, G.G.1
  • 19
    • 0036814862 scopus 로고    scopus 로고
    • Crashworthiness design optimization using successive response surface approximations
    • DOI 10.1007/s00466-002-0351-x
    • H. Kurtaran, A. Eskandarian, D. Marzougui, and N.E. Bedewi Crashworthiness design optimization using successive response surface approximations Computational Mechanics 29 2002 409 421 (Pubitemid 35422280)
    • (2002) Computational Mechanics , vol.29 , Issue.4-5 , pp. 409-421
    • Kurtaran, H.1    Eskandarian, A.2    Marzougui, D.3    Bedewi, N.E.4
  • 20
    • 34248346299 scopus 로고    scopus 로고
    • Review of metamodeling techniques in support of engineering design optimization
    • DOI 10.1115/1.2429697
    • G.G. Wang, and S. Shan Review of metamodeling techniques in support of engineering design optimization Journal of Mechanical Design 129 2007 370 380 (Pubitemid 46736217)
    • (2007) Journal of Mechanical Design, Transactions of the ASME , vol.129 , Issue.4 , pp. 370-380
    • Wang, G.G.1    Shan, S.2
  • 21
    • 20444438827 scopus 로고    scopus 로고
    • Extended radial basis functions: More flexible and effective metamodeling
    • A.A. Muller, and A. Messac Extended radial basis functions: more flexible and effective metamodeling AIAA Journal 43 6 2005 1306 1315 (Pubitemid 40818963)
    • (2005) AIAA Journal , vol.43 , Issue.6 , pp. 1306-1315
    • Mullur, A.A.1    Messac, A.2
  • 23
    • 77955307227 scopus 로고    scopus 로고
    • Kernel width optimization for faulty RBF neural networks with multi-node open fault
    • H.J. Wang, C.S. Leung, P.F. Sum, and G. Wei Kernel width optimization for faulty RBF neural networks with multi-node open fault Neural Processing Letters 32 2010 97 107
    • (2010) Neural Processing Letters , vol.32 , pp. 97-107
    • Wang, H.J.1    Leung, C.S.2    Sum, P.F.3    Wei, G.4
  • 25
    • 0042386046 scopus 로고    scopus 로고
    • Particle swarm optimization
    • G. Venter, and J.S. Sobieski Particle swarm optimization AIAA Journal 41 8 2003 1583 1589
    • (2003) AIAA Journal , vol.41 , Issue.8 , pp. 1583-1589
    • Venter, G.1    Sobieski, J.S.2
  • 26
    • 33746622584 scopus 로고    scopus 로고
    • Penalty function approach for the mixed discrete non-linear problems by particle swarm optimization
    • S. Kitayama, M. Arakawa, and K. Yamazaki Penalty function approach for the mixed discrete non-linear problems by particle swarm optimization Structural and Multidisciplinary Optimization 32 3 2005 191 202
    • (2005) Structural and Multidisciplinary Optimization , vol.32 , Issue.3 , pp. 191-202
    • Kitayama, S.1    Arakawa, M.2    Yamazaki, K.3
  • 27
    • 0036589139 scopus 로고    scopus 로고
    • The particle swarm optimization algorithm in size and shape optimization
    • DOI 10.1007/s00158-002-0188-0
    • P.C. Fourie, and A.A. Groenwold The particle swarm optimization algorithm in size and shape optimization Structural and Multidisciplinary Optimization 23-4 2002 259 267 (Pubitemid 35354676)
    • (2002) Structural and Multidisciplinary Optimization , vol.23 , Issue.4 , pp. 259-267
    • Fourie, P.C.1    Groenwold, A.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.