Weight freezing in constructive neural networks: A novel approach

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 1607, Issue , 1999, Pages 11-20

  Hosseini, Shahram ^a   Jutten, Christian ^a  

^a GRENOBLE INSTITUTE OF TECHNOLOGY   (France)

Author keywords

[No Author keywords available]

Indexed keywords

FREEZING; NEURAL NETWORKS;

CONSTRUCTIVE ALGORITHMS; CONSTRUCTIVE NEURAL NETWORK; FIXED SIZE; LARGE-SCALE PROBLEM; MAIN GROUP; VARIABLE SIZES;

ALGORITHMS;

EID: 84958034551     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/BFb0100467     Document Type: Conference Paper

References (12)

1. T.Y. Kwok and D.Y. Yeung, Constructive Algorithms for Structure Learning in Feedforward Neural Networks for Regression Problems. IEEE Trans. on Neural Networks, vol. 8, no. 3, pp. 630-645, May 1997.
2. S.E. Fahlman and C. Lebiere, The Cascade-Correlation Learning Architecture, inAdvances in Neural Information Processing Systems 2, D.S. Touretzky Ed., pp. 524-532, Morgan Kaufmann, Los Altos CA, 1990.
3. J.H. Friedman and W. Stuetzle, Projection Pursuit Regression, Journal of American Statistical Association, vol. 76, no. 376, pp. 817-823, 1981.
4. T. Ash, Dynamic Node Creation in Backpropagation networks, Connection Sciences, vol. 1, no. 4, pp. 365-375, 1989.
5. Ch. Jutten and R. Chentouf, A New Scheme for Incremental Learning. Neural Processing Letters, vol. 2, no. 1, pp. 1-4, 1995.
6. T.Y. Kwok and D.Y. Yeung, Experimental Analysis of Input Weight Freezing in Constructive Neural Networks, In Proceedings of the IEEE International Conference on Neural Networks, vol. 1, pp. 511-516, San Francisco, California, USA, 1993.
7. T.Y. Kwok and D.Y. Yeung, Objective Functions for Training New Hidden Units in Constructive Neural Networks, IEEE Transaction on Neural Networks, vol. 8, no. 5, pp. 1131-1148, September 1997.
8. N.A.C. Cressie, Statistics for Spatial Data, John Wiley &: sons, New York, 1991.
9. Sh. Hosseini and Ch. Jutten, Simultaneous Estimation of Signal and Noise by Constructive Neural Networks, In Proceedings of International ICSC/IFA C Symposium on Neural Computation, Vienna, Austria, September 1998.
10. G. Baillargeon. Mgthodes Statistiques de l'Inggnieur, volume 1. Les Sditions SMG, 1994.
11. Y. Le Cun, J.S. Denker, and S.A. Solla, Optimal Brain Damage, in Advanced in Neural Information Processing (2), D.S. Touretzky Ed., pp. 598-605, Morgan Kaufmann, 1990.
12. M. Lehtocangas, J. Saarinen and K. Kaski,, Fine-tuning cascade-correlation feedforward network trained with backpropagation, Neural Processing Letters, vol.2, no. 2, pp. 10-12, 1995.