Aggregation using the linguistic weighted average and interval type-2 fuzzy sets

被引:215
作者
Wu, Dongrui [1 ]
Mendel, Jerry M. [1 ]
机构
[1] Univ So Calif, Ming Hsieh Dept Elect Engn, Inst Signal & Image Proc, Los Angeles, CA 90089 USA
关键词
aggregation; computing with words; distributed and hierarchical decision-making; fuzzy weighted average; interval type-2 fuzzy sets; linguistic weighted average;
D O I
10.1109/TFUZZ.2007.896325
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The focus of this paper is the linguistic weighted average (LWA), where the weights are always words modeled as interval type-2 fuzzy sets (IT2 FSs), and the attributes may also (but do not have to) be words modeled as IT2 FSs; consequently, the output of the LWA is an IT2 FS. The LWA can be viewed as a generalization of the fuzzy weighted average (FWA) where the type-1 fuzzy inputs are replaced by IT2 FSs. This paper presents the theory, algorithms, and an application of the LWA. It is shown that finding the LWA can be decomposed into finding two FWAs. Since the LWA can model more uncertainties, it should have wide applications in distributed and hierarchical decision-making.
引用
收藏
页码:1145 / 1161
页数:17
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