DocumentCode
274196
Title
Diffusion learning for the multilayer perceptron
Author
Hoptroff, R.G. ; Hal, T.J.
Author_Institution
King´´s Coll., London, UK
fYear
1989
fDate
16-18 Oct 1989
Firstpage
390
Lastpage
394
Abstract
A method of nonconvex optimisation based on simulating diffusion processes is discussed and applied to learning in the multilayer perceptron. It is compared with simulated annealing and back propagation of error as an optimisation learning tool. Results indicate significant improvement on these traditional learning methods. The method may be easily implemented in existing hardware
Keywords
diffusion; learning systems; neural nets; optimisation; diffusion learning; error back-propagation; multilayer perceptron; nonconvex optimisation; optimisation learning tool; simulated diffusion;
fLanguage
English
Publisher
iet
Conference_Titel
Artificial Neural Networks, 1989., First IEE International Conference on (Conf. Publ. No. 313)
Conference_Location
London
Type
conf
Filename
52000
Link To Document