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Volumn 9, Issue 1, 1999, Pages 13-23

Fast Convergent Generalized Back-Propagation Algorithm with Constant Learning Rate

Author keywords

Constant learning rate; Convergence; Feedforward neural networks; Generalized back propagation; Gradient descent algorithm

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; BACKPROPAGATION; CONVERGENCE OF NUMERICAL METHODS; FEEDFORWARD NEURAL NETWORKS; ORDINARY DIFFERENTIAL EQUATIONS;

EID: 0033077409     PISSN: 13704621     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1018611626332     Document Type: Article
Times cited : (34)

References (11)
  • 1
    • 0000646059 scopus 로고
    • Learning internal representations by error propagation
    • D.E. Rumelhart and J.L. McClelland (eds), Cambridge, Mass: M.I.T. Press
    • D.E. Rumelhart, G.E. Hinton and R.J. Williams, "Learning internal representations by error propagation", in D.E. Rumelhart and J.L. McClelland (eds), Parallel Distributed Processing, Vol. 1, pp. 318-362, Cambridge, Mass: M.I.T. Press, 1986.
    • (1986) Parallel Distributed Processing , vol.1 , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 3
    • 0000669473 scopus 로고
    • Approximation of Boolean functions by sigmoidal networks: Part I: XOR and other two-variable functions
    • E.K. Blum, "Approximation of Boolean functions by sigmoidal networks: Part I: XOR and other two-variable functions", Neural Computation, Vol. 1, No. 4, pp. 532-540, 1989.
    • (1989) Neural Computation , vol.1 , Issue.4 , pp. 532-540
    • Blum, E.K.1
  • 4
    • 0026711368 scopus 로고
    • Improving the convergence of the back-propagation algorithm
    • A. van Ooyen and B. Nienhuis, "Improving the convergence of the back-propagation algorithm", Neural Networks, Vol. 5, pp. 465-471, 1992.
    • (1992) Neural Networks , vol.5 , pp. 465-471
    • Van Ooyen, A.1    Nienhuis, B.2
  • 6
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation
    • R.A. Jacobs, "Increased rates of convergence through learning rate adaptation", Neural Networks, Vol. 1, pp. 295-307, 1988.
    • (1988) Neural Networks , vol.1 , pp. 295-307
    • Jacobs, R.A.1
  • 7
    • 0025724253 scopus 로고
    • A method for self-determination of adaptive learning rates in back propagation
    • M.K. Weir, "A method for self-determination of adaptive learning rates in back propagation", Neural Networks, Vol. 4, pp. 371-379, 1991.
    • (1991) Neural Networks , vol.4 , pp. 371-379
    • Weir, M.K.1
  • 8
    • 0027912094 scopus 로고
    • Acceleration of backpropagation learning using optimised learning rate and momentum
    • 8 July
    • X.H. Yu, G.A. Chen and S.X. Cheng, "Acceleration of backpropagation learning using optimised learning rate and momentum", Electronics Letters, Vol. 29, No. 14, pp. 1288-1289, 8 July 1993.
    • (1993) Electronics Letters , vol.29 , Issue.14 , pp. 1288-1289
    • Yu, X.H.1    Chen, G.A.2    Cheng, S.X.3
  • 9
    • 0026222695 scopus 로고
    • Convergence of learning algorithms with constant learning rates
    • Sept.
    • C.M. Kuan and K. Hornik, "Convergence of learning algorithms with constant learning rates", IEEE Trans. on Neural Networks, Vol. 2, No. 5, pp. 484-489, Sept. 1991.
    • (1991) IEEE Trans. on Neural Networks , vol.2 , Issue.5 , pp. 484-489
    • Kuan, C.M.1    Hornik, K.2
  • 11
    • 0031276994 scopus 로고    scopus 로고
    • Fast training of multilayer perceptrons
    • November
    • B. Verma, "Fast training of multilayer perceptrons", IEEE Trans, on Neural Networks, Vol. 8, No. 6, pp. 1314-1320, November 1997.
    • (1997) IEEE Trans, on Neural Networks , vol.8 , Issue.6 , pp. 1314-1320
    • Verma, B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.