DocumentCode
2380961
Title
Fuzzy modeling by induction and pruning of decision trees
Author
Sison, Luis G. ; Chong, Edwin K P
Author_Institution
Sch. of Electr. Eng., Purdue Univ., West Lafayette, IN, USA
fYear
1994
fDate
16-18 Aug 1994
Firstpage
166
Lastpage
171
Abstract
Presents a Fuzzy ID3 algorithm that generates a fuzzy rule base from a set of input-output data. The rules are induced by the ID3 algorithm of Quinlan (1986). Pruning conditions are presented that assist in the elimination of irrelevant attributes and simplification of the rule base. The algorithm is applied to the modeling of an ARMA process with both known and unknown model order
Keywords
decision theory; fuzzy logic; inference mechanisms; modelling; ARMA process; Fuzzy ID3 algorithm; decision trees; fuzzy rule base; induction; pruning; Classification algorithms; Control design; Decision trees; Design methodology; Entropy; Fuzzy control; Fuzzy sets; Fuzzy systems; Induction generators; Iterative algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control, 1994., Proceedings of the 1994 IEEE International Symposium on
Conference_Location
Columbus, OH
ISSN
2158-9860
Print_ISBN
0-7803-1990-7
Type
conf
DOI
10.1109/ISIC.1994.367823
Filename
367823
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