DocumentCode
424143
Title
An initial analysis of parametric sensitivity to fuzzy extension matrix
Author
Wang, Jing-hong ; Wang, Xi-Zhao
Author_Institution
Dept. of Comput. Teaching, Hebei Normal Univ., China
Volume
3
fYear
2004
fDate
26-29 Aug. 2004
Firstpage
1884
Abstract
Fuzzy extension matrix induction is an extraction technique of fuzzy rules, which can be used in handling ambiguous classification problems related to human´s thought and sense. The entire process of building heuristic algorithm based on fuzzy extension matrix is dependent of three specified parameters that seriously affect the computational effort and the rule extraction accuracy. Since, the value of three parameters is usually given in terms of human experience or real requirements, it is very difficult to determine its optimal value. This paper makes an initial attempt to give some guidelines of how to automatically choose these parameters by analyzing the relationship between the values of parameters and the number of rules generated.
Keywords
fuzzy set theory; knowledge acquisition; learning (artificial intelligence); matrix algebra; optimisation; sensitivity analysis; fuzzy extension matrix induction; fuzzy rule extraction; heuristic algorithm; parametric sensitivity analysis; rule generation; Computer science; Education; Fuzzy sets; Guidelines; Heuristic algorithms; Humans; Knowledge acquisition; Machine learning; Mathematics; Spread spectrum communication;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Print_ISBN
0-7803-8403-2
Type
conf
DOI
10.1109/ICMLC.2004.1382085
Filename
1382085
Link To Document