Three-way decisions based on decision-theoretic rough sets under linguistic assessment with the aid of group decision making

被引:162
|
作者
Liang, Decui [1 ]
Pedrycz, Witold [2 ,3 ,5 ]
Liu, Dun [4 ]
Hu, Pei [4 ]
机构
[1] Univ Elect Sci & Technol China, Sch Management & Econ, Chengdu 610054, Peoples R China
[2] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 2G7, Canada
[3] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland
[4] Southwest Jiaotong Univ, Sch Econ & Management, Chengdu 610031, Peoples R China
[5] King Abdulaziz Univ, Fac Engn, Dept Elect & Comp Engn, Jeddah 21589, Saudi Arabia
基金
高等学校博士学科点专项科研基金; 中国博士后科学基金; 美国国家科学基金会;
关键词
Linguistic terms; Group decision making; Loss function; Decision-theoretic rough sets; Three-way decisions; AVERAGING OPERATOR; MODEL; CONSENSUS; ISSUES;
D O I
10.1016/j.asoc.2015.01.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on decision-theoretic rough set model of three-way decisions, we augment the existing model by introducing linguistic terms. Considering the two types of parameters being used in the three-way decisions with linguistic assessment, a certain type of novel three-way decisions based on the Bayesian decision procedure is constructed. In this way, three-way decisions with decision-theoretic rough sets are extended to the qualitative environment. With the aid of multi-attribute group decision making, the values of these parameters are determined. An adaptive algorithm supporting consistency improvement of multi-attribute group decision making is designed. Then, we optimize the scales of the linguistic terms with the use of particle swarm optimization. The values of these parameters of three-way decisions are aggregated when proceeding with group decision making. Finally, the proposed model of three-way decisions with linguistic assessment is applied to the selection process of new product ideas. (C)) 2015 Elsevier B.V. All rights reserved.
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页码:256 / 269
页数:14
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