Patent
1992-01-30
1993-03-16
Fleming, Michael R.
G06F 1518
Patent
active
051951690
ABSTRACT:
A control device for controlling the learning of a neural netowrk includes a monitor for monitoring weight values of synapse connections between units of the neural netowrk during learning of the neural network so as to update these weight values. When one of the weight values satisfies a preset condition, the weight value is updated to a predetermined value such that configuration of the neural network is determined in an optimum manner.
REFERENCES:
patent: 4912649 (1990-03-01), Wood
patent: 4979126 (1990-12-01), Pao et al.
patent: 5033006 (1991-07-01), Ishizuka et al.
Mozer et al., "Skeletonization: A Technique for Trimming the Fat from a Network Via Relevance Assessment", Advances in Neural Information Processing Systems I, 1989, 107-115.
Sietsma et al., "Neural Net Pruning--Why and How" Proceedings IEEE Intl. Conf. Neural Networks vol. I, 1988, pp. I-325-I-333.
Moore et al., "Characterizing the Error Function of a Neural Network", IEEE Symposium on the Frontiers of Massively Parallel Computation, 1988, pp. 49-57.
McClelland et al., Explorations in Parallel Distributed Processing--A Handbook of Models, Programs, and Exercises, MIT Press, (1988), pp. 2, 3, 137-145.
Kung et al., "An Algebraic Projection Analysis of Optimal Hidden Units Size and Learning Rates in Back-Propagation Learning", IEEE Intl. Conf. on Neural Networks, IEEE, (1988), pp. I-363-I370.
Pao, Y., "Functional Link Nets--Removing Hidden Layers," AI Expert, Apr. '89, pp. 60-68.
karnin, E. D., "A Simple Procedure for Pruning Back-Propagation Trained Neural Networks", IEEE Trans. on Neural Networks, vol. 1, No. 2, Jun. 1990, pp. 239-242.
Kamiya Shin
Togawa Fumio
Downs Robert W.
Fleming Michael R.
Sharp Kabushiki Kaisha
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