Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons

被引:260
作者
Bustince, Humberto [1 ]
Pagola, Miguel [1 ]
Mesiar, Radko [2 ,3 ]
Huellermeier, Eyke [4 ]
Herrera, Francisco [5 ]
机构
[1] Univ Publ Navarra, Dept Automat & Computat, Navarra 31006, Spain
[2] Slovak Univ Technol Bratislava, Dept Math & Descript Geometry, Bratislava 81243, Slovakia
[3] Acad Sci Czech Republ, Inst Theory Informat & Automat, Prague 11720, Czech Republic
[4] Univ Marburg, Dept Math & Comp Sci, D-35032 Marburg, Germany
[5] Univ Granada, Dept Computat & Artificial Intelligence, Granada 18010, Spain
关键词
Decision making; generalized bientropic function; grouping function; incomparability; overlap function; pairwise comparison; preference relations; DECISION-MAKING;
D O I
10.1109/TFUZZ.2011.2173581
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose new aggregation functions for the pairwise comparison of alternatives in fuzzy preference modeling. More specifically, we introduce the concept of a grouping function, i.e., a specific type of aggregation function that combines two degrees of support (weak preference) into a degree of information or, say, a degree of comparability between two alternatives, and we relate this new concept to that of incomparability. Grouping functions of this type complement the existing concept of overlap functions in a natural way, since the latter can be used to turn two degrees of weak preference into a degree of indifference. We also define the so-called generalized bientropic functions that allow for a unified representation of overlap and grouping functions. Apart from analyzing mathematical properties of these types of functions and exploring relationships between them, we elaborate on their use in fuzzy preference modeling and decision making. We present an algorithm to elaborate on an alternative preference ranking that penalizes those alternatives for which the expert is not sure of his/her preference.
引用
收藏
页码:405 / 415
页数:11
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