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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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extending.roderick.pdf 618Kb |
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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