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Volumn 29, Issue 1, 1999, Pages 62-72

A rapid learning and dynamic stepwise updating algorithm for flat neural networks and the application to time-series prediction

Author keywords

[No Author keywords available]

Indexed keywords

CHAOS THEORY; COMPUTER SIMULATION; LEARNING ALGORITHMS; LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; OPTIMIZATION; TIME SERIES ANALYSIS;

EID: 0033078284     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/3477.740166     Document Type: Review
Times cited : (230)

References (29)
  • 2
    • 0025503558 scopus 로고
    • Backpropagation through time: What it does and how to do it
    • Oct.
    • _, "Backpropagation through time: What it does and how to do it," Proc. IEEE, vol. 78, pp. 1550-1560, Oct. 1990.
    • (1990) Proc. IEEE , vol.78 , pp. 1550-1560
  • 4
    • 0026955395 scopus 로고
    • Avoiding false local minima by proper initialization of connections
    • L. F. Wessels and E. Barnard, "Avoiding false local minima by proper initialization of connections," IEEE Trans. Neural Networks, vol. 3, pp. 899-905, 1992.
    • (1992) IEEE Trans. Neural Networks , vol.3 , pp. 899-905
    • Wessels, L.F.1    Barnard, E.2
  • 5
    • 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
  • 6
    • 0026953305 scopus 로고
    • Improving generalization performance using double backpropagation
    • H. Drucker and Y. le Cun, "Improving generalization performance using double backpropagation," IEEE Trans. Neural Networks, vol. 3, pp. 991-997, 1992.
    • (1992) IEEE Trans. Neural Networks , vol.3 , pp. 991-997
    • Drucker, H.1    Le Cun, Y.2
  • 7
    • 0029051931 scopus 로고
    • An efficient constrained learning algorithm with momentum acceleration
    • S. J. Perantonis and D. A. Karras, "An efficient constrained learning algorithm with momentum acceleration," Neural Networks, vol. 8, no. 2, pp. 237-249, 1994.
    • (1994) Neural Networks , vol.8 , Issue.2 , pp. 237-249
    • Perantonis, S.J.1    Karras, D.A.2
  • 8
    • 0029403658 scopus 로고
    • An efficient constrained training algorithm for feedforward networks
    • Nov.
    • D. A. Karras and S. J. Perantonis, "An efficient constrained training algorithm for feedforward networks," IEEE Trans. Neural Networks, vol. 6, pp. 1420-1434, Nov. 1995.
    • (1995) IEEE Trans. Neural Networks , vol.6 , pp. 1420-1434
    • Karras, D.A.1    Perantonis, S.J.2
  • 9
    • 0028428006 scopus 로고
    • A robust back propagation learning algorithm for function approximation
    • May
    • D. S. Chen and C. Jain, "A robust back propagation learning algorithm for function approximation," IEEE Trans. Neural Networks, vol. 5, pp. 467-479, May 1994.
    • (1994) IEEE Trans. Neural Networks , vol.5 , pp. 467-479
    • Chen, D.S.1    Jain, C.2
  • 10
    • 0026868102 scopus 로고
    • Functional-Link net computing, theory, system architecture, and functionalities
    • Y. H. Pao and Y. Takefuji, "Functional-Link net computing, theory, system architecture, and functionalities," IEEE Comput., vol. 3, pp. 76-79, 1991.
    • (1991) IEEE Comput. , vol.3 , pp. 76-79
    • Pao, Y.H.1    Takefuji, Y.2
  • 11
    • 0028420218 scopus 로고
    • Learning and generalization characteristics of the random vector functional-link net
    • Amsterdam, The Netherlands: Elsevier
    • Y. H. Pao, G. H. Park, and D. J. Sobajic, "Learning and generalization characteristics of the random vector functional-link net," in Neurocomputing. Amsterdam, The Netherlands: Elsevier, 1994, vol. 6, pp. 163-180.
    • (1994) Neurocomputing , vol.6 , pp. 163-180
    • Pao, Y.H.1    Park, G.H.2    Sobajic, D.J.3
  • 12
    • 0029403793 scopus 로고
    • Stochastic choice of basis functions in adaptive function approximation and the functional-link net
    • B. Igelnik and Y. H. Pao, "Stochastic choice of basis functions in adaptive function approximation and the functional-link net," IEEE Trans. Neural Networks, vol. 6, pp. 1320-1329, 1995.
    • (1995) IEEE Trans. Neural Networks , vol.6 , pp. 1320-1329
    • Igelnik, B.1    Pao, Y.H.2
  • 13
    • 0026116468 scopus 로고
    • Orthogonal least squares learning algorithm for radial basis function networks
    • Mar.
    • S. Chen, C. F. N. Cowan, and P. M. Grant, "Orthogonal least squares learning algorithm for radial basis function networks," IEEE Trans. Neural Networks, vol. 2, pp. 302-309, Mar. 1991.
    • (1991) IEEE Trans. Neural Networks , vol.2 , pp. 302-309
    • Chen, S.1    Cowan, C.F.N.2    Grant, P.M.3
  • 14
    • 0000621802 scopus 로고
    • Multivariable functional interpolation and adaptive methods
    • D. S. Broomhead and D. Lowe, "Multivariable functional interpolation and adaptive methods," Complex Syst. 2, pp. 321-355, 1988.
    • (1988) Complex Syst. , vol.2 , pp. 321-355
    • Broomhead, D.S.1    Lowe, D.2
  • 15
    • 0028420218 scopus 로고
    • Learning and generalization characteristics of the random vector functional-link net
    • Amsterdam, The Netherlands: Elsevier
    • Y. H. Pao, G. H. Park, and D. J. Sobajic, "Learning and generalization characteristics of the random vector functional-link net," in Neurocomputing. Amsterdam, The Netherlands: Elsevier, 1994, vol. 6, pp. 163-180.
    • (1994) Neurocomputing , vol.6 , pp. 163-180
    • Pao, Y.H.1    Park, G.H.2    Sobajic, D.J.3
  • 16
    • 0025399567 scopus 로고
    • Identification and control of dynamical systems using neural networks
    • K. S. Narendra and K. Parthasarathy, "Identification and control of dynamical systems using neural networks," IEEE Trans. Neural Networks, vol. 1, pp. 4-27, 1990.
    • (1990) IEEE Trans. Neural Networks , vol.1 , pp. 4-27
    • Narendra, K.S.1    Parthasarathy, K.2
  • 17
    • 0030242096 scopus 로고    scopus 로고
    • A rapid supervised learning neural network for function interpolation and approximation
    • Sept.
    • C. L. P. Chen, "A rapid supervised learning neural network for function interpolation and approximation," IEEE Trans. Neural Networks, vol. 7, pp. 1220-1230, Sept. 1996.
    • (1996) IEEE Trans. Neural Networks , vol.7 , pp. 1220-1230
    • Chen, C.L.P.1
  • 21
    • 0010570443 scopus 로고
    • On line computer control techniques and their application to re-entry aerospace vehicle control
    • C. T. Leondes, Ed. New York: Academic
    • F. H. Kishi, "On line computer control techniques and their application to re-entry aerospace vehicle control," in Advances in Control Systems Theory and Applications, C. T. Leondes, Ed. New York: Academic, 1964, pp. 245-257.
    • (1964) Advances in Control Systems Theory and Applications , pp. 245-257
    • Kishi, F.H.1
  • 22
    • 0001795753 scopus 로고
    • Generalization and information storage in networks of adaline neuron
    • M. C. Jovitz et al., Eds.
    • B. Widrow, "Generalization and information storage in networks of adaline neuron," in Self-Organizing Systems, M. C. Jovitz et al., Eds., 1962, pp. 435-461.
    • (1962) Self-Organizing Systems , pp. 435-461
    • Widrow, B.1
  • 24
    • 33751560009 scopus 로고
    • Regularization in the selection of radial basis function centers
    • M. J. L. Orr, "Regularization in the selection of radial basis function centers," Neural Computat., vol. 7, pp. 606-623, 1995.
    • (1995) Neural Computat. , vol.7 , pp. 606-623
    • Orr, M.J.L.1
  • 25
    • 0003443125 scopus 로고
    • V. R. Vemuri and R. D. Rogers, Eds., Los Alamitos, CA: IEEE Comput. Soc. Press
    • V. R. Vemuri and R. D. Rogers, Eds., Artificial Neural Networks: Forecasting Time Series. Los Alamitos, CA: IEEE Comput. Soc. Press, 1993.
    • (1993) Artificial Neural Networks: Forecasting Time Series
  • 26
    • 0029352651 scopus 로고
    • An adaptive modular artificial neural network hourly load forecaster and its implementation at electric utilities
    • A. Khotanzad, R. Hwang, A. Abaye, and D. Maratukulam, "An adaptive modular artificial neural network hourly load forecaster and its implementation at electric utilities," IEEE Trans. Power Syst., vol. 10, pp. 1716-1922, 1995.
    • (1995) IEEE Trans. Power Syst. , vol.10 , pp. 1716-1922
    • Khotanzad, A.1    Hwang, R.2    Abaye, A.3    Maratukulam, D.4
  • 29
    • 0026954346 scopus 로고
    • Forecasting the behavior of multivariate time series using neural networks
    • K. Chakraborty, K. Mehrotra, C. Mohan, and S. Ranka, "Forecasting the behavior of multivariate time series using neural networks," Neural Networks, vol. 5, pp. 961-970, 1992.
    • (1992) Neural Networks , vol.5 , pp. 961-970
    • Chakraborty, K.1    Mehrotra, K.2    Mohan, C.3    Ranka, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.