Generating the knowledge base of a fuzzy rule-based system by the genetic learning of the data base

被引：166

作者：

Cordón, O

Herrera, F

Villar, P

机构：

[1] Univ Granada, Dept Comp Sci & Artificial Intelligence, E-18071 Granada, Spain

[2] Univ Vigo, ESEI, Dept Comp, Orense 32004, Spain

来源：

IEEE TRANSACTIONS ON FUZZY SYSTEMS | 2001年 / 9卷 / 04期

关键词：

fuzzy rule-based systems; data base; learning; genetic algorithms;

D O I：

10.1109/91.940977

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A new method is proposed to automatically learn the knowledge base (KB) by finding an appropiate data base (DB) by means of a genetic algorithm while using a simple generation method to derive the rule base (RB). Our genetic process learns the number of linguistic terms per variable and the membership function parameters that define their semantics, while a rule base generation method learns the number of rules and their composition.

引用

页码：667 / 674

页数：8

共 41 条

[31] PARODI A, 1993, PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON GENETIC ALGORITHMS, P223
[32] Nonlinear context adaptation in the calibration of fuzzy sets
Pedrycz, W
Gudwin, RR
Gomide, FAC
[J]. FUZZY SETS AND SYSTEMS, 1997, 88 (01) : 91 - 97
[33] Thrift P, 1991, Proceedings of 4th International Conference on Genetic Algorithms ICGA'91, P509
[34] Reinforcement learning in the fuzzy classifier system
Valenzuela-Rendon, M
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 1998, 14 (1-2) : 237 - 247
[35] Valenzuela-Rendon M, 1991, Proceedings of 4th International Conference on Genetic Algorithms ICGA '91, P346
[36] Valenzuela-Rendon M, 1991, P 1 INT C PAR PROBL, P330
[37] Velasco JR, 1998, INT J INTELL SYST, V13, P891, DOI 10.1002/(SICI)1098-111X(199810/11)13:10/11<891::AID-INT2>3.0.CO
[38] 2-U
[39] Velasco JR, 1997, PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, P1665, DOI 10.1109/FUZZY.1997.619790
[40] GENERATING FUZZY RULES BY LEARNING FROM EXAMPLES
WANG, LX
MENDEL, JM
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1992, 22 (06): : 1414 - 1427

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