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
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;
Conference_Titel :
Intelligent Control, 1994., Proceedings of the 1994 IEEE International Symposium on
Conference_Location :
Columbus, OH
Print_ISBN :
0-7803-1990-7
DOI :
10.1109/ISIC.1994.367823
