An Efficient Method for Extracting Fuzzy Classification Rules from High Dimensional Data

Journal of Advanced Computational Intelligence and Intelligent Informatics

Volumn 1, Issue 1, 1997, Pages 31-36

  Chiu, Stephen L ^a  

^a ROCKWELL SCIENCE CENTER   (United States)

Author keywords

Classification; Clustering; Feature selection; Fuzzy rule learning

Indexed keywords

BENCHMARKING; CLASSIFICATION (OF INFORMATION); CLUSTERING ALGORITHMS; DATA MINING; FEATURE SELECTION; FUZZY INFERENCE; FUZZY SETS;

CLUSTER ESTIMATIONS; CLUSTERINGS; ESTIMATION METHODS; FEATURES SELECTION; FUZZY CLASSIFICATION RULE; FUZZY CLASSIFIERS; FUZZY RULE LEARNING; HIGH DIMENSIONAL DATA; INPUT FEATURES; SUBTRACTIVE CLUSTERING;

AEROSPACE APPLICATIONS;

EID: 85169676282     PISSN: 13430130     EISSN: 18838014     Source Type: Journal    
DOI: 10.20965/jaciii.1997.p0031     Document Type: Article

References (13)

1. T. Takagi and M. Sugeno, "Fuzzy identification of systems and its application to modeling and control, " IEEE Trans, on Systems, Man & Cybernetics, 15, 116-132, (1985).
2. R Yager and D Filev, "Essentials of Fuzzy Modeling and Control, " John Wiley, New York, (1994).
3. H. Ishibuchi, K. Nozaki, H. Tanaka, "Pattern classification by distributed representation of fuzzy rules, " Proc. 1st IEEE Int'l Conf. on Fuzzy Systems, 643-650, San Diego, USA, (1992).
4. P.K. Simpson, "Fuzzy min-max neural networks, " Proc. IJCNN-91, Singapore. 1658-1669, (1991).
5. S. Abe and M.S. Lan. "A classifier using fuzzy rules extracted directly from numerical data, " Proc. 2nd IEEE Int'l Conf. on Fuzzy Systems, 1191-1198, San Francisco, USA, (1993).
6. F.L. Chung and T. Lee, "A fuzzy learning method for membership function estimation and pattern classification, " Proc. 3rd IEEE Int'l Conf. on Fuzzy Systems, 426-431. Orlando. USA. (1994).
7. C.T. Sun and J.S. Jang, "A neuro-fuzzy classifier and its applications, " Proc. 2nd IEEE Int'l Conf. on Fuzzy Systems, 94-98. San Francisco, USA. 1993.
8. S. Chiu. "Fuzzy model identification based on cluster estimation." J. of Intelligent and Fuzzy Systems, 2-3, 267-278, (1994).
9. S. Chiu, "Extracting fuzzy rules from data for function approximation and pattern classification, " Chapter 9 in Fuzzy Set Methods in Information Engineering: A Guided Tour of Applications, eds. D. Dubois. H. Prade. and R. Yager. John Wiley. New York, (1997).
10. S. Chiu, "Extracting fuzzy rules for pattern classification by cluster estimation." Proc. 6'th Int. Fuzzy Systems Association Congress (IFSA '95), 2, 273-276. Sao Paulo, Brazil, July, (1995).
11. R. Yager and D. Filev, "Approximate clustering via the mountain method, " IEEE Trans. Syst. Man, & Cybernetics, 24, 1279-1284, (1994).
12. RA. Fisher, "The use of multiple measurements in taxonomic problems, " Annals of Eugenics, 7, 179-188. (1936).
13. C.H. Chen and H. Lai, "A comparison study of the gradient descent and the conjugate gradient backpropagation neural networks, " Proc. World Congress on Neural Networks, 3. 401-405, Portland. USA. (1993).