Fuzziness and expert system generation
The Matrix Controlled Inference Engine (MACIE) style expert system uses a knowledge base automatically generated from a set of crisp training examples. However, when viewed from a fuzziness perspective, it is seen that the Pocket Algorithm which generates the knowledge base operates nondeterministically. Thus we have the fuzzy generation of a crisp expert system, rather than the usual crisp generation of a fuzzy expert system. It is also shown how MACIE can directly implement fuzzy expert systems.
KeywordsFuzzy Sets Expert System MACIE Pocket Algorithm
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- [Adlassnig, 1982]Adlassnig, Klaus-Peter. “A Survey on Medical Diagnosis and Fuzzy Subsets.” In Approximate Reasoning in Decision Analysis, Madan M. Gupta and Elie Sanchez, eds. North-Holland Publishing Company, New York, 1982.Google Scholar
- [Gallant, 1985a]Gallant, Stephen I. “Automatic Generation of Expert Systems from Examples,” Proceedings of the Second International Conference on Artificial Intelligence Applications, sponsored by IEEE Computer Society, Miami Beach, Florida, Dec. 11–13, 1985.Google Scholar
- [Gallant, 1985b]Gallant, Stephen I. “Knowledge Representation Using Linear Discriminant Networks,” Technical Report SG-85-29, Northeastern University College of Computer Science.Google Scholar
- [Gallant, 1985c]Gallant, Stephen I. “Optimal Linear Discriminants,” Technical Report SG-85-30, Northeastern University College of Computer Science. To appear: Int. Conf. Pattern Recognition, Paris, 1986.Google Scholar
- [Gallant, 1986]Gallant, S. I. Three Constructive Algorithms for Network Learning. (to appear: Eighth Annual Conference of the Cognitive Science Society, Amherst, Ma., Aug. 15–17, 1986)Google Scholar
- [Lesmo, et al., 1982]Lesmo, Leonardo, Lorenzo Siatta, and Pietro Tomasso, “Learning of Fuzzy Production Rules for Medical Diagnosis,” In Approximate Reasoning in Decision Analysis, Madan M. Gupta and Elie Sanchez, eds. North-Holland Publishing Company, New York, 1982.Google Scholar
- [Negoita, 1985]Negoita, Constantin Virgil. Expert Systems and Fuzzy Systems. Benjamin Cummings Publishing Company, Inc., Menlo Park, California, 1985.Google Scholar
- [Tong and Bonissone, 1980]Tong, Richard M. and Piero P. Bonissone, “A Linguistic Approach to Decision Making With Fuzzy Sets,” IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-10, No. 11., Nov. 1980.Google Scholar
- [Zadeh, 1979]Zadeh, Lofti A. “Approximate Reasoning Based on Fuzzy Logic,” Proceedings of the International Joint Conference on Artificial Intelligence, August, 1979. (IJCAI, 1979).Google Scholar