Design of PSO-based fuzzy classification systems

Tamkang Journal of Science and Engineering

Volumn 9, Issue 1, 2006, Pages 63-70

  Chen, Chia Chong ^a  

^a WUFENG INSTITUTE OF TECHNOLOGY   (Taiwan)

Author keywords

Fuzzy Classification System; Particle Swarm Optimization; Pattern Classification

Indexed keywords

FUZZY SETS; KNOWLEDGE BASED SYSTEMS; OPTIMIZATION;

CLASSIFICATION PROBLEMS; FUZZY CLASSIFICATION SYSTEM; FUZZY RULES; PARTICLE SWARM OPTIMIZATION;

PATTERN RECOGNITION;

EID: 33646254145     PISSN: 15606686     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (13)

1. Blake, C., Keogh, E. and Merz, C. J., UCI Repository of Machine Learning Database, Univ. California, Irvine (1998). http://www.ics.uci.edu/~mlearn/
2. Eberhart, R. and Kennedy, J., "A New Optimizer Using Particle Swarm Theory," Proc. Int. Sym. Micro Machine and Human Science, Nagoya Japan, Oct., pp. 39-43 (1995).
3. Ishibuchi, H., Nozaki, K., Yamamoto, N. and Tanaka, H., "Selecting Fuzzy If-Then Rules for Classification Problems Using Genetic Algorithms," IEEE Trans. Fuzzy Systems, Vol. 3, pp. 260-270 (1995).
4. Jang, J. S., "ANFIS: Adaptive-Network-Based Fuzzy Inference systems," IEEE Trans. on Systems, Man and Cybernetics, Vol. 23, pp. 665-685 (1993).
5. Jang, J. S., Sun, C. T. and Mizutani, E., Neuro-Fuzzy and Soft Computing, Prentice Hall, New Jersey, U.S.A. (1997).
6. Kennedy, J. and Eberhart, R., "Particle Swarm Optimization," Proc. IEEE Int. Conf. Neural Networks, Perth, Australia, pp. 1942-1948 (1995).
7. Nozaki, K., Ishibuchi, H. and Tanaka, H., "Adaptive Fuzzy Rule-Based Classification Systems," IEEE Trans. on Fuzzy Systems, Vol. 4, No. 3, Aug., pp. 238-250 (1996).
8. Simpson, P. K., "Fuzzy Min-Max Neural Networks-Part 1 : Classification," IEEE Trans. Neural Networks, Vol. 3, Sep., pp. 776-786 (1992).
9. Wang, L. X. and Mendel, J. M., "Generating Fuzzy Rules by Learning from Examples," IEEE Trans. on Systems, Man and Cybernetics, Vol. 22, pp. 1414-1427 (1992).
10. Wong, C. C. and Chen, C. C., "A Hybrid Clustering and Gradient Descent Approach for Fuzzy Modeling," IEEE Trans. on Systems, Man and Cybernetics-Part B: Cybernetics, Vol. 29, pp. 686-693 (1999).
11. Wong, C. C. and Chen, C. C., "A GA-Based Method for Constructing Fuzzy Systems Directly from Numerical Data," IEEE Trans. on Systems, Man and Cybernetics-Part B: Cybernetics, Vol. 30, pp. 904-911 (2000).
12. Wong, C. C., Chen, C. C. and Su, M. C., "A Novel Algorithm for Data Clustering," Pattern Recognition, Vol. 34, pp. 425-442 (2001).
13. Yager, R. R. and Filev, D. P. Essentials of Fuzzy Modeling and Control, John Wiley, New York, U.S.A. (1994).