EXTENDING THE FUNCTIONAL EQUIVALENCE OF RADIAL BASIS FUNCTION NETWORKS AND FUZZY INFERENCE SYSTEMS

Citation
Kj. Hunt et al., EXTENDING THE FUNCTIONAL EQUIVALENCE OF RADIAL BASIS FUNCTION NETWORKS AND FUZZY INFERENCE SYSTEMS, IEEE transactions on neural networks, 7(3), 1996, pp. 776-781
Citations number
17
Categorie Soggetti
Computer Application, Chemistry & Engineering","Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence","Computer Science Hardware & Architecture","Computer Science Theory & Methods
ISSN journal
10459227
Volume
7
Issue
3
Year of publication
1996
Pages
776 - 781
Database
ISI
SICI code
1045-9227(1996)7:3<776:ETFEOR>2.0.ZU;2-R
Abstract
We establish the functional equivalence of a generalized class of Gaus sian radial basis function (RBF's) networks and the full Takagi-Sugeno model of fuzzy inference. This generalizes an existing result which a pplies to the standard Gaussian RBF network and a restricted form of t he Takagi-Sugeno fuzzy system. The more general framework allows the r emoval of some of the restrictive conditions of the previous result.