Method for speeding up the convergence of the back-propagation a

Details Method for speeding up the convergence of the back-propagation a Method for speeding up the convergence of the back-propagation a

1995-02-28

2000-01-18

Downs, Robert W.

G06F 1518

Patent

active

060163844

ABSTRACT:
A method for speeding up the convergence of the back-propagation algorithm applied to realize the learning process in a neural network of the multilayer perceptron type intended for instance to recognize a set of samples. The method comprises a first stage based upon the elementary concept of progressively increasing the capability for learning of the network by progressively adding new samples as they are recognized by the network to a starting set of learning samples; a second stage based upon the concept of progressively increasing the learning capabilities of the network by progressively adding not previously recognized samples; and a third stage based upon the concept of progressively increasing the learning capabilities of the network by progressive corruption in the meaning of the assimilation between recognized samples and not recognized samples and their subsequent exposure to the network.

REFERENCES:
patent: 4805225 (1989-02-01), Clark
patent: 5052043 (1991-09-01), Gaborski
patent: 5060279 (1991-10-01), Crawford
patent: 5218529 (1993-06-01), Meyer et al.
K.A. Marko et al., "Automotive Diagnostic Using Trainable Classifers: Statistical Testing and Paradigm Selection," IJCNN-90, pp. I-33 to I-38, Jun. 1990.
M. Caudill, "Using Neural Nets: Diagnostic Expert Nets," Al Expert, pp. 43-47, Sep. 1990.
Gallant, "Perceptron-Based Learning Algorithms", IEEE Transactions on Neural Networks, vol. 1 No. 2, Jun. 1990.
Nguyen et al "A New LMS-Bared Algorithm for Rapid Adaptive Classification in Dynamic Environments: Theory and Preliminary Results" IEEE Int'l Conf on Neural Networks, Jul. 24-27 1988 p. 455-63 vol. 1.

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