Title :
Learning by diffusion for multilayer perceptron
Author :
Hoptroff, R.G. ; Hall, Trevor J.
Author_Institution :
Dept. of Phys., King´s Coll. London., UK
fDate :
4/13/1989 12:00:00 AM
Abstract :
A method of nonlinear optimisation based on simulating diffusion processes is discussed and applied as a self-organisation or learning tool for the multilayer perceptron neutral network. Results indicate significant improvements over conventional learning methods. The new method can be easily implemented in existing hardware.
Keywords :
artificial intelligence; learning systems; neural nets; optimisation; pattern recognition; adaptive control; artificial intelligence; constraint satisfaction; diffusion processes simulation; learning tool; multilayer perceptron; neutral network; nonlinear optimisation; productive modelling; self-organisation;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19890364
