Design of optimal fuzzy classifier system using Particle Swarm Optimization

International Conference on Innovative Computing Technologies, MKCE-ICICT 2010

Volumn , Issue , 2010, Pages

  Rani, C ^a   Deepa, S N ^b  

^a Department of Information Technology ^*  (India)

^b ANNA UNIVERSITY   (India)

Author keywords

Fuzzy classifier; If then rules; Membership function; Particle Swarm Optimization

Indexed keywords

CLASSIFIED PATTERN; DISCRETE NUMBERS; FITNESS FUNCTIONS; FUZZY CLASSIFICATION SYSTEMS; FUZZY CLASSIFIER SYSTEMS; FUZZY CLASSIFIERS; FUZZY IF-THEN RULES; IF-THEN RULES; IRIS DATA; REAL NUMBER; RULE SET; SEARCH PROCEDURES; SIMULATION RESULT; UCI MACHINE LEARNING REPOSITORY;

CLASSIFIERS; FUNCTION EVALUATION; FUZZY LOGIC; FUZZY RULES; FUZZY SYSTEMS; INNOVATION; LEARNING ALGORITHMS; NUMBER THEORY; PARTICLE SWARM OPTIMIZATION (PSO);

MEMBERSHIP FUNCTIONS;

EID: 77952399823     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICINNOVCT.2010.5440088     Document Type: Conference Paper

References (18)

1. Timothy Ross. (1995) 'Fuzzy Logic with Engineering Application' Tata McGraw-Hill Publishing Company limited, New Delhi.
2. Devaraj D., Murthy and Yegnanarayana B. (1999) 'A Fuzzy System Model for Plant Condition Monitoring', Proceedings of the ASME International Conference, Jaipur, India, pp.210-214.
3. Takagi T. and Sugeno M, (1985) 'Fuzzy identification of systems and its application to modeling and control', IEEE Transaction on Systemics Man Cybernetics, Vol.15, pp. 116-132.
4. st IEEE International Conference on Fuzzy Systems, San Diego, CA, pp. 289-296.
5. Wang L.X. and Mendel J.M. (1992) 'Generating fuzzy rules by learning from examples', IEEE Transaction on Systemics Man Cybernetics, Vol.22, pp.1414-1427.
6. Sugeno M. and Yasukawa T. (1993) 'A fuzzy-logic based approach to qualitative modeling', IEEE Transaction on Fuzzy System, Vol.1, pp.7-31.
7. Abe S., Lan M.S. (1995) 'A Method for fuzzy rule extraction directly from numerical data and its application to pattern classification', IEEE Transaction on Fuzzy System, Vol. 3, pp. 1828.
8. Ishibuchi H., Nakashima T., and Murata T. (1999) 'Performance Evaluation of Fuzzy Classifier Systems for Multidimensional Pattern Classification Problems', IEEE Transaction on System, Man and Cybernetics-Part B: Cybernetics, Vol. 29, No.5, pp. 601-617.
9. Yuhui Shi, Russell Eberhart, and Yaobin Chen. (1999) 'Implementation of Evolutionary Fuzzy System', IEEE Transaction on Fuzzy System, Vol. 7, No.2, pp. 109-119.
10. Magne Setnes and Hans Roubos. (2000) 'GA-Fuzzy Modeling and Classification: Complexity and Performance', IEEE Transaction on Fuzzy Systems, Vol.8, No.5, pp.509-522.
11. Hans Roubos and Magne Setnes. (2001) 'Compact and Transparent Fuzzy Models and Classifiers Through Iterative Complexity Reduction', IEEE Transaction on Fuzzy Systems, Vol.9, No.4, pp.516-524.
12. Wang C.H, Hong T. and Tseng S (1998) 'Integrating Fuzzy Knowledge by Genetic Algorithms', IEEE Transaction on Evolutionary Computation, Vol.2, No.4, pp. 138-148.
13. Marco Russo (2000) 'Genetic Fuzzy Learning', IEEE Transaction on Evolutionary Computation, Vol.4, No.3, pp.259- 273.
14. Goldberg D. E., (1989) 'Genetic Algorithms in Search, Optimization, and Machine Learning. Reading' Addison-Wesley, Canada.
15. J.Kennedy and R.Eberhart, "Particle Swarm Optimization" proceedings of the IEEE International Conference on Neural Networks, vol.4, pp.1942-1948, Australia, 1995.
16. Newman D.J., Hettich S., Blake C.L., Merz, C.J., (1998). 'UCI Repository of machine learningdatabases, http://www.ics.uci.edu/~mlear/MLRepository.html, University of California, Irvine.
17. Ishibuchi H., Nozaki K., Yamamoto N., and Tanaka H. (1995) 'Selecting fuzzy if-then rules for classification problems using genetic algorithms', IEEE Transaction on Fuzzy System, Vol. 3, pp. 260-270.
18. Heesoo Hwang (2004) 'Identification of a Gaussian Fuzzy Classifier' International Journal of Control, Automation, and Systems, Vol. 2, No.1, pp.118-124.