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Volumn 4881 LNCS, Issue , 2007, Pages 365-374

A linear learning method for multilayer perceptrons using least-squares

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION ALGORITHMS; LEARNING ALGORITHMS; LEAST SQUARES APPROXIMATIONS; MULTILAYER NEURAL NETWORKS;

EID: 38449121525     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-77226-2_38     Document Type: Conference Paper
Times cited : (27)

References (13)
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    • Rumelhart, D.E.1    Hinton, G.E.2    William, R.J.3
  • 3
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation
    • Jacobs, R.A.: Increased rates of convergence through learning rate adaptation. Neural Networks 1(4), 295-308 (1988)
    • (1988) Neural Networks , vol.1 , Issue.4 , pp. 295-308
    • Jacobs, R.A.1
  • 4
    • 0001857994 scopus 로고    scopus 로고
    • Efficient BackProp
    • Orr, G.B, Müller, K.-R, eds, Neural Networks: Tricks of the Trade, Springer, Heidelberg
    • LeCun, Y., Bottou, L., Orr, G.B., Müller, K.-R.: Efficient BackProp. In: Orr, G.B., Müller, K.-R. (eds.) Neural Networks: Tricks of the Trade. LNCS, vol. 1524, Springer, Heidelberg (1998)
    • (1998) LNCS , vol.1524
    • LeCun, Y.1    Bottou, L.2    Orr, G.B.3    Müller, K.-R.4
  • 5
    • 0028543366 scopus 로고
    • Training feedforward networks with the Marquardt algorithm
    • Hagan, M.T., Menhaj, M.: Training feedforward networks with the Marquardt algorithm. IEEE Transactions on Neural Networks 5(6), 989-993 (1994)
    • (1994) IEEE Transactions on Neural Networks , vol.5 , Issue.6 , pp. 989-993
    • Hagan, M.T.1    Menhaj, M.2
  • 6
    • 0010515793 scopus 로고
    • A derivation of conjugate gradients
    • Lootsma, F.A, ed, Academic Press, London
    • Beale, E.M.L.: A derivation of conjugate gradients. In: Lootsma, F.A. (ed.) Numerical methods for nonlinear optimization, pp. 39-43. Academic Press, London (1972)
    • (1972) Numerical methods for nonlinear optimization , pp. 39-43
    • Beale, E.M.L.1
  • 7
    • 0027224761 scopus 로고
    • A Learning Algorithm for Multilayered Neural Networks Based on Linear Least-Squares Problems
    • Biegler-König, F., Bärmann, F.: A Learning Algorithm for Multilayered Neural Networks Based on Linear Least-Squares Problems. Neural Networks 6, 127-131 (1993)
    • (1993) Neural Networks , vol.6 , pp. 127-131
    • Biegler-König, F.1    Bärmann, F.2
  • 8
    • 0031193520 scopus 로고    scopus 로고
    • A New method in determining the initial weights of feedforward neural networks
    • Yam, J.Y.F., Chow, T.W.S, Leung, C.T.: A New method in determining the initial weights of feedforward neural networks. Neurocomputing 16(1), 23-32 (1997)
    • (1997) Neurocomputing , vol.16 , Issue.1 , pp. 23-32
    • Yam, J.Y.F.1    Chow, T.W.S.2    Leung, C.T.3
  • 11
    • 33745736708 scopus 로고    scopus 로고
    • Linear least-squares based methods for neural networks learning
    • Kaynak, O, Alpaydin, E, Oja, E, Xu, L, eds, ICANN 2003 and ICONIP 2003, Springer, Heidelberg
    • Fontenla-Romero, O., Erdogmus, D., Principe, J.C., Alonso-Betanzos, A., Castillo, E.: Linear least-squares based methods for neural networks learning. In: Kaynak, O., Alpaydin, E., Oja, E., Xu, L. (eds.) ICANN 2003 and ICONIP 2003. LNCS, vol. 2714, pp. 84-91. Springer, Heidelberg (2003)
    • (2003) LNCS , vol.2714 , pp. 84-91
    • Fontenla-Romero, O.1    Erdogmus, D.2    Principe, J.C.3    Alonso-Betanzos, A.4    Castillo, E.5
  • 13
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    • Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights
    • Nguyen, D., Widrow, B.: Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights. In: Proceedings of the International Joint Conference on Neural Networks, vol. 3, pp. 21-26 (1990)
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    • Nguyen, D.1    Widrow, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.