메뉴 건너뛰기




Volumn 99, Issue 1-4, 2000, Pages 385-401

A Learning Framework for Neural Networks Using Constrained Optimization Methods

Author keywords

Constrained optimization; Neural networks; Supervised learning

Indexed keywords


EID: 0034558618     PISSN: 02545330     EISSN: 15729338     Source Type: Journal    
DOI: 10.1023/A:1019240304484     Document Type: Article
Times cited : (9)

References (23)
  • 1
    • 0033055103 scopus 로고    scopus 로고
    • Dynamics of multilayer networks in the vicinity of temporary minima
    • N. Ampazis, S.J. Perantonis and J. Taylor, Dynamics of multilayer networks in the vicinity of temporary minima, Neural Networks 12 (1999) 43-58.
    • (1999) Neural Networks , vol.12 , pp. 43-58
    • Ampazis, N.1    Perantonis, S.J.2    Taylor, J.3
  • 2
    • 0042741058 scopus 로고    scopus 로고
    • Does extra knowledge necessarily improve generalization?
    • D. Barber and D. Saad, Does extra knowledge necessarily improve generalization?, Neural Computation 8 (1996) 202-214.
    • (1996) Neural Computation , vol.8 , pp. 202-214
    • Barber, D.1    Saad, D.2
  • 4
    • 85024508370 scopus 로고
    • A steepest ascent method for solving optimum programming problems
    • A.E. Bryson and W.F. Denham, A steepest ascent method for solving optimum programming problems, Journal App. Mech. 29 (1962) 247-257.
    • (1962) Journal App. Mech. , vol.29 , pp. 247-257
    • Bryson, A.E.1    Denham, W.F.2
  • 6
    • 0003000735 scopus 로고
    • Faster learning variations on back-propagation: An empirical study
    • eds. D. Touretzky et al. Morgan Kaufmann
    • S.E. Fahlman, Faster learning variations on back-propagation: An empirical study, in: Proceedings of the Connectionist Models Summer School, eds. D. Touretzky et al. (Morgan Kaufmann, 1988) pp. 29-37.
    • (1988) Proceedings of the Connectionist Models Summer School , pp. 29-37
    • Fahlman, S.E.1
  • 7
    • 0004792112 scopus 로고    scopus 로고
    • Learning with preknowledge: Clustering with point and graph matching distance
    • S. Gold, A. Rangarajan and E. Mjolsness, Learning with preknowledge: clustering with point and graph matching distance, Neural Computation 8 (1996) 787-804.
    • (1996) Neural Computation , vol.8 , pp. 787-804
    • Gold, S.1    Rangarajan, A.2    Mjolsness, E.3
  • 8
    • 0042239924 scopus 로고
    • The CHIR algorithm for feed forward networks with binary weights, the 'moving targets' training algorithm
    • ed. D.S. Touretzky Morgan Kaufmann
    • T. Grossman, The CHIR algorithm for feed forward networks with binary weights, The 'moving targets' training algorithm, in: Advances in Neural Information Processing Systems, ed. D.S. Touretzky (Morgan Kaufmann, 1990) pp. 516-523.
    • (1990) Advances in Neural Information Processing Systems , pp. 516-523
    • Grossman, T.1
  • 10
    • 0024137490 scopus 로고
    • Increased rates of convergence through learning rate adaptation
    • R.A. Jacobs, Increased rates of convergence through learning rate adaptation, Neural Networks 1 (1988) 295-307.
    • (1988) Neural Networks , vol.1 , pp. 295-307
    • Jacobs, R.A.1
  • 11
    • 0000293377 scopus 로고
    • Backpropagation learning for multilayer feedforward networks using the conjugate gradient method
    • E.M. Johansson, F.U. Dowla and D.M. Goodman, Backpropagation learning for multilayer feedforward networks using the conjugate gradient method, International Journal of Neural Systems 2 (1992) 291-301.
    • (1992) International Journal of Neural Systems , vol.2 , pp. 291-301
    • Johansson, E.M.1    Dowla, F.U.2    Goodman, D.M.3
  • 13
    • 0031990532 scopus 로고    scopus 로고
    • Constrained learning in neural networks: Application to stable factorization of 2-D polynomials
    • S.J. Perantonis, N. Ampazis, S. Varoufakis and G. Antoniou, Constrained learning in neural networks: Application to stable factorization of 2-D polynomials, Neural Proc. Lett. 7 (1998) 5-14.
    • (1998) Neural Proc. Lett. , vol.7 , pp. 5-14
    • Perantonis, S.J.1    Ampazis, N.2    Varoufakis, S.3    Antoniou, G.4
  • 14
    • 0029051931 scopus 로고
    • An efficient learning algorithm with momentum acceleration
    • S.J. Perantonis and D.A. Karras, An efficient learning algorithm with momentum acceleration, Neural Networks 8 (1995) 237-249.
    • (1995) Neural Networks , vol.8 , pp. 237-249
    • Perantonis, S.J.1    Karras, D.A.2
  • 15
    • 0004042460 scopus 로고
    • PROBEN1-A set of neural network benchmark problems and benchmarking rules
    • Universität Karlsruhe, Germany
    • L. Prechelt, PROBEN1-A set of neural network benchmark problems and benchmarking rules, Technical Report 21/94, Universität Karlsruhe, Germany (1994).
    • (1994) Technical Report 21/94
    • Prechelt, L.1
  • 17
    • 84943274699 scopus 로고
    • A direct adaptive method for faster backpropagation learning: The RPROP algorithm
    • San Francisco
    • M. Riedmiller and H. Braun, A direct adaptive method for faster backpropagation learning: The RPROP algorithm, in: Proceedings of the International Conference on Neural Networks, San Francisco 1 (1993) pp. 586-591.
    • (1993) Proceedings of the International Conference on Neural Networks , vol.1 , pp. 586-591
    • Riedmiller, M.1    Braun, H.2
  • 18
    • 0004663635 scopus 로고
    • The 'moving targets' training algorithm
    • ed. D.S. Touretzky Morgan Kaufmann
    • R. Rohwer, The 'moving targets' training algorithm, in: Advances in Neural Information Processing Systems, ed. D.S. Touretzky (Morgan Kaufmann, 1990) pp. 558-565.
    • (1990) Advances in Neural Information Processing Systems , pp. 558-565
    • Rohwer, R.1
  • 20
    • 0003137923 scopus 로고
    • Efficient pattern recognition using a new transformation distance
    • eds. S.J. Hanson et al. Morgan Kaufmann
    • P. Simard, Y. le Cun and J. Denker, Efficient pattern recognition using a new transformation distance, in: Advances in Neural Processing Systems, eds. S.J. Hanson et al. (Morgan Kaufmann, 1993) pp. 50-58.
    • (1993) Advances in Neural Processing Systems , pp. 50-58
    • Simard, P.1    Le Cun, Y.2    Denker, J.3
  • 21
    • 0030130836 scopus 로고    scopus 로고
    • Neural network training via an affine scaling quadratic optimization algorithm
    • T.B. Trafalis and N.P Couellan, Neural network training via an affine scaling quadratic optimization algorithm, Neural Networks 9 (1996) 475-481.
    • (1996) Neural Networks , vol.9 , pp. 475-481
    • Trafalis, T.B.1    Couellan, N.P.2
  • 22


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.