Title :
Multilayer perceptron trained using radial basis functions
Author_Institution :
Dept. of Electr. Eng., Univ. of New South Wales, Campbell, ACT, Australia
Abstract :
An algebraic equation for the training of a multilayer perceptron using radial basis functions is derived. Examples using this technique for the training of a network for the exclusive-OR and related problems are presented. Suggestions on the choice of the number of centres are given.
Keywords :
artificial intelligence; learning systems; neural nets; signal processing; AI; algebraic equation; artificial intelligence; error back-propagation; exclusive-OR; multilayer perceptron; neural networks; radial basis functions; signal processing; training; weight matrix;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19890867