Computing with words and its relationships with fuzzistics

被引:248
作者
Mendel, Jerry M. [1 ]
机构
[1] Univ So Calif, Inst Signal & Image Proc, Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
computing with words; fuzzistics; interval type-2 fuzzy sets; type-2 fuzzy sets; inverse problems;
D O I
10.1016/j.ins.2006.06.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Words mean different things to different people, and so are uncertain. We, therefore, need a fuzzy set model for a word that has the potential to capture their uncertainties. In this paper I propose that an interval type-2 fuzzy set (IT2 FS) be used as a FS model of a word, because it is characterized by its footprint of uncertainty (FOU), and therefore has the potential to capture word uncertainties. Two approaches are presented for collecting data about a word from a group of subjects and then mapping that data into a FOU for that word. The person MF approach, in which each person provides their FOU for a word, is limited to fuzzy set experts because it requires the subject to be knowledgeable about fuzzy sets. The interval end-points approach, in which each person provides the end-points for an interval that they associate with a word on a prescribed scale is not limited to fuzzy set experts. Both approaches map data collected from subjects into a parsimonious parametric model of a FOU, and illustrate the combining of fuzzy sets and statistics-type-2 fuzzistics. (C) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:988 / 1006
页数:19
相关论文
共 41 条
[1]  
[Anonymous], LECT NOTES ARTIFICIA
[2]  
[Anonymous], 1999, ICSC S FUZZ LOG APPL
[3]  
[Anonymous], COMBINING FUZZY IMPR
[4]  
[Anonymous], 2002, P 6 IASTED INT C ART
[5]  
Chameau J. L., 1987, International Journal of Approximate Reasoning, V1, P287, DOI 10.1016/S0888-613X(87)80003-8
[6]   The fuzzy Delphi method via fuzzy statistics and membership function fitting and an application to the human resources [J].
Chang, PT ;
Huang, LC ;
Lin, HJ .
FUZZY SETS AND SYSTEMS, 2000, 112 (03) :511-520
[7]   CONSTRUCTING MEMBERSHIP FUNCTIONS USING STATISTICAL-DATA [J].
CIVANLAR, MR ;
TRUSSELL, HJ .
FUZZY SETS AND SYSTEMS, 1986, 18 (01) :1-13
[8]  
Cornelissen AMG, 2003, THESIS WAGENINGEN U
[9]   FUZZY-SETS AND STATISTICAL-DATA [J].
DUBOIS, D ;
PRADE, H .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1986, 25 (03) :345-356
[10]  
EISENHART CE, 1947, TECHNIQUES STATISTIC, pCH2