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Extending the functional equivalence of radial basis functionnetworks and fuzzy inference systems

Hunt, K.J., Haas, R., and Murray-Smith, R. (1996) Extending the functional equivalence of radial basis functionnetworks and fuzzy inference systems. IEEE Transactions on Neural Networks, 7 (3). pp. 776-781. ISSN 1045-9227 (doi:10.1109/72.501735)

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Publisher's URL: http://dx.doi.org/10.1109/72.501735

Abstract

We establish the functional equivalence of a generalized class of Gaussian radial basis function (RBFs) networks and the full Takagi-Sugeno model (1983) of fuzzy inference. This generalizes an existing result which applies to the standard Gaussian RBF network and a restricted form of the Takagi-Sugeno fuzzy system. The more general framework allows the removal of some of the restrictive conditions of the previous result.

Item Type:Article
Status:Published
Refereed:Yes
Glasgow Author(s):Murray-Smith, Prof Roderick
Authors: Hunt, K.J., Haas, R., and Murray-Smith, R.
Subjects:Q Science > QA Mathematics > QA76 Computer software
College/School:College of Science and Engineering > School of Computing Science
Journal Name:IEEE Transactions on Neural Networks
Publisher:Institute of Electrical and Electronics Engineers (IEEE)
ISSN:1045-9227
Copyright Holders:Copyright © 1996 Institute of Electrical and Electronics Engineers (IEEE)
First Published:First published in IEEE Transactions on neural networks 7(3):776-781
Publisher Policy:Reproduced in accordance with the copyright policy of the publisher

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