Real-valued Choquet integrals with fuzzy-valued integrand

被引:19
|
作者
Wang, ZY
Yang, R [1 ]
Heng, PA
Leung, KS
机构
[1] Chinese Univ Hong Kong, Dept Comp Sci & Engn, Shatin, Hong Kong, Peoples R China
[2] Univ Nebraska, Dept Math, Omaha, NE 68182 USA
关键词
fuzzy sets; fuzzy numbers; signed fuzzy measures; Choquet integrals; information fusion; data mining;
D O I
10.1016/j.fss.2005.06.006
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Choquet integral of a real-valued function defined on a set of attributes with respect to a signed fuzzy measure is generalized for allowing a fuzzy-valued function to be its integrand while keeping its value to be a crisp real number. Thus, the Choquet integral can be used as a defuzzifying aggregation tool to deal with data set involving categorical attributes, linguistic variables, and/or fuzzy numbers. A numerical method with the relevant algorithm is developed to estimate the value of the Choquet integral for any given fuzzy-valued function. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:256 / 269
页数:14
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