Level identification using input data mining for hierarchical fuzzy system

被引:0
作者
Wong, KW [1 ]
Gedeon, TD [1 ]
机构
[1] Murdoch Univ, Sch Informat Technol, Murdoch, WA 6150, Australia
来源
ANZIIS 2001: PROCEEDINGS OF THE SEVENTH AUSTRALIAN AND NEW ZEALAND INTELLIGENT INFORMATION SYSTEMS CONFERENCE | 2001年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fuzzy rule based systems have been very popular in many control applications. However, when fuzzy control systems are used in real problems, many rules may be required. Hierarchical fuzzy system that partitions a problem for more efficient computation may be the answer. In the stages of creating a hierarchical fuzzy system, level identification stage is a crucial and time consuming one. This has the direct effect on how efficient is the hierarchical fuzzy system. This paper has reported the use of input data mining technique to efficiently perform the level identification stage. Without the use of the input data mining, k*(k-1) ways of building the hierarchical fuzzy system have to be tried.
引用
收藏
页码:379 / 383
页数:5
相关论文
共 11 条
[1]   Data mining of inputs: Analysing magnitude and functional measures [J].
Gedeon, TD .
INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 1997, 8 (02) :209-218
[2]  
GEDEON TD, 2001, IN PRESS P 10 IEEE I
[3]  
GEDEON TD, 1996, INTELLIGENT TECHNOLO, V1, P13
[4]  
GEDEON TD, 1997, P 5 EUR C INT TECHN, P910
[5]  
Kóczy LT, 2000, NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, P471, DOI 10.1109/FUZZY.2000.838705
[6]   APPROXIMATE REASONING BY LINEAR RULE INTERPOLATION AND GENERAL APPROXIMATION [J].
KOCZY, LT ;
HIROTA, K .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 1993, 9 (03) :197-225
[7]   EXPERIMENT IN LINGUISTIC SYNTHESIS WITH A FUZZY LOGIC CONTROLLER [J].
MAMDANI, EH ;
ASSILIAN, S .
INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES, 1975, 7 (01) :1-13
[8]   Fuzzy-logic-based approach to qualitative modeling [J].
Sugeno, Michio ;
Yasukawa, Takahiro .
IEEE Transactions on Fuzzy Systems, 1993, 1 (01) :7-31
[9]  
SUGENO M, 1991, P INT FUZZ ENG S 91, P1120
[10]  
Wong K.W., 2000, P INT C ART INT SCI, P33