Commutativity as prior knowledge in fuzzy modeling
作者： Pablo Carmona , Juan L. Castro , José M. Zurita
关键词:
摘要: This paper faces with the integration of mathematical properties satisfied by system as prior knowledge in fuzzy modeling (FM), focusing on commutativity a starting point. The underlying idea is to reward rules each input region that provide good degrees respecting its complementary --commutatively related-- region. With this aim, similarity between outputs both regions will be obtained. experimental results show accuracy improvement gained proposed method.
springer.com
sci-hub.st 参考文章(17)
Christian W. Omlin, C. Lee Giles, Training Second-Order Recurrent Neural Networks using Hints international conference on machine learning. pp. 361- 366 ,(1992) , 10.1016/B978-1-55860-247-2.50051-6
Steven C. Suddarth, Alistair D.C. Holden, Symbolic-neural systems and the use of hints for developing complex systems International Journal of Human-computer Studies \/ International Journal of Man-machine Studies. ,vol. 35, pp. 291- 311 ,(1991) , 10.1016/S0020-7373(05)80130-0
P.J. Costa Branco, J.A. Dente, Fuzzy systems modeling in practice formal methods. ,vol. 121, pp. 73- 93 ,(2001) , 10.1016/S0165-0114(99)00173-6
Yaser S Abu-Mostafa, Learning from hints in neural networks Journal of Complexity. ,vol. 6, pp. 192- 198 ,(1990) , 10.1016/0885-064X(90)90006-Y
L.-X. Wang, J.M. Mendel, Generating fuzzy rules by learning from examples systems man and cybernetics. ,vol. 22, pp. 1414- 1427 ,(1992) , 10.1109/21.199466
P. Carmona, J.L. Castro, J.M. Zurita, Contradiction sensitive fuzzy model-based adaptive control☆ International Journal of Approximate Reasoning. ,vol. 30, pp. 107- 129 ,(2002) , 10.1016/S0888-613X(02)00065-8
Rami Zwick, Edward Carlstein, David V. Budescu, Measures of similarity among fuzzy concepts: A comparative analysis☆ International Journal of Approximate Reasoning. ,vol. 1, pp. 221- 242 ,(1987) , 10.1016/0888-613X(87)90015-6
S.J. Perantonis, P.J.G. Lisboa, Translation, rotation, and scale invariant pattern recognition by high-order neural networks and moment classifiers IEEE Transactions on Neural Networks. ,vol. 3, pp. 241- 251 ,(1992) , 10.1109/72.125865
P. Carmona, J.L. Castro, J.M. Zurita, Strategies to identify fuzzy rules directly from certainty degrees: a comparison and a proposal IEEE Transactions on Fuzzy Systems. ,vol. 12, pp. 631- 640 ,(2004) , 10.1109/TFUZZ.2004.834818
J.L. Castro, Fuzzy logic controllers are universal approximators systems man and cybernetics. ,vol. 25, pp. 629- 635 ,(1995) , 10.1109/21.370193