Three-way decisions based multi-attribute decision making with probabilistic dominance relations

被引:63
作者
Wang, Wenjie [1 ]
Zhan, Jianming [1 ]
Zhang, Chao [2 ]
机构
[1] Hubei Minzu Univ, Sch Math & Stat, Enshi 445000, Hubei, Peoples R China
[2] Shanxi Univ, Sch Comp & Informat Technol, Key Lab Computat Intelligence & Chinese Informat, Minist Educ, Taiyuan 030006, Shanxi, Peoples R China
关键词
Three-way decision; Probabilistic dominance relation; Decision-theoretic rough set; Multi-attribute decision making; Information system;
D O I
10.1016/j.ins.2021.01.028
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multi-attribute decision making (MADM) refers to a decision problem of choosing the best alternative or carrying out the ranking of alternatives under multiple attributes, and it is a key component of modern decision sciences. Three-way decisions (3WD) can effectively address MADM problems by reducing decision risks compared with traditional two-way decisions (2WD), and a decision model based on probabilistic dominance relations is presented in this paper. Particularly, we put forward a kind of 3WD-based MADM (3WD-MADM) with probabilistic dominance relations, where the two state sets are developed by virtue of probabilistic dominance classes. Afterwards, the independent innovation ability of high-tech enterprises is evaluated by using the proposed new method. At last, the newly proposed 3WD-MADM model in this paper is verified from different perspectives by comparative and experimental analyses. (C) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页码:75 / 96
页数:22
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