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Volumn 3, Issue , 2004, Pages 1907-1911

A fast constructive learning algorithm for single-hidden-layer neural networks

Author keywords

[No Author keywords available]

Indexed keywords

CONSTRUCTIVE MODELS; EXTREME LEARNING MACHINES (ELM); OUTPUT VECTORS; SINGLE-HIDDEN-LAYER NEURAL NETWORKS;

EID: 21244490908     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (4)

References (13)
  • 3
    • 0035273020 scopus 로고    scopus 로고
    • A fast feedforward training algorithm using a modified form of the standard backpropagation algorithm
    • S. Abid, F. Fnaiech, and M. Najim, "A fast feedforward training algorithm using a modified form of the standard backpropagation algorithm," IEEE Transactions on Neural Networks, vol. 12, no. 2, pp. 424 -430, 2001.
    • (2001) IEEE Transactions on Neural Networks , vol.12 , Issue.2 , pp. 424-430
    • Abid, S.1    Fnaiech, F.2    Najim, M.3
  • 5
    • 0029304808 scopus 로고
    • Dynamic learning rate optimization of the back-propagation algorithm
    • X. H. Yu, G. A. Chen, and S. X. Cheng, "Dynamic learning rate optimization of the back-propagation algorithm," IEEE Transactions on Neural Networks, vol. 6, pp. 669-677, 1995.
    • (1995) IEEE Transactions on Neural Networks , vol.6 , pp. 669-677
    • Yu, X.H.1    Chen, G.A.2    Cheng, S.X.3
  • 6
    • 0001632845 scopus 로고
    • On the capabilities of multilayer perceptrons
    • E. Baum, "On the capabilities of multilayer perceptrons," Journal of Complexity, vol. 4, pp. 193-215, 1988.
    • (1988) Journal of Complexity , vol.4 , pp. 193-215
    • Baum, E.1
  • 7
    • 0037361264 scopus 로고    scopus 로고
    • Learning capability and storage capacity of two-hidden-layer feedforward networks
    • G.-B. Huang, "Learning capability and storage capacity of two-hidden-layer feedforward networks," IEEE Transactions on Neural Networks, vol. 14, no. 2, pp. 274 -281, 2003.
    • (2003) IEEE Transactions on Neural Networks , vol.14 , Issue.2 , pp. 274-281
    • Huang, G.-B.1
  • 8
    • 0031673055 scopus 로고    scopus 로고
    • Upper bounds on the number of hidden neurons in feedforward networks with arbitrary bounded nonlinear activation functions
    • G.-B. Huang and H. A. Babri, "Upper bounds on the number of hidden neurons in feedforward networks with arbitrary bounded nonlinear activation functions," IEEE Transactions on Neural Networks, vol. 9, no. 1, pp. 224-229, 1998.
    • (1998) IEEE Transactions on Neural Networks , vol.9 , Issue.1 , pp. 224-229
    • Huang, G.-B.1    Babri, H.A.2
  • 10
    • 0032028728 scopus 로고    scopus 로고
    • The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network
    • P. Bartlett, "The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network," IEEE Transactions on Information Theory, vol. 44, no. 2, pp. 525-536, 1998.
    • (1998) IEEE Transactions on Information Theory , vol.44 , Issue.2 , pp. 525-536
    • Bartlett, P.1
  • 11
    • 84898957627 scopus 로고    scopus 로고
    • For valid generalization the size of the weights is more important than the size of the network
    • (M. C. Mozer, M. I. Jordan, and T. Petsche, eds.), The MIT Press
    • P. L. Bartlett, "For valid generalization the size of the weights is more important than the size of the network," in Advances in Neural Information Processing Systems (M. C. Mozer, M. I. Jordan, and T. Petsche, eds.), vol. 9, pp. 134-140, The MIT Press, 1997.
    • (1997) Advances in Neural Information Processing Systems , vol.9 , pp. 134-140
    • Bartlett, P.L.1
  • 12
    • 0028543366 scopus 로고
    • Training feedforward networks with the marquardt algorithm
    • M. T. Hagan and M. B. Menhaj, "Training feedforward networks with the marquardt algorithm," IEEE Transactions on Neural Networks, vol. 5, no. 6, pp. 989-993, 1994.
    • (1994) IEEE Transactions on Neural Networks , vol.5 , Issue.6 , pp. 989-993
    • Hagan, M.T.1    Menhaj, M.B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.