Three-way conflict analysis: A unification of models based on rough sets and formal concept analysis

被引:65
作者
Lang, Guangming [1 ,2 ]
Luo, Junfang [2 ,3 ]
Yao, Yiyu [2 ]
机构
[1] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Hunan, Peoples R China
[2] Univ Regina, Dept Comp Sci, Regina, SK S4S 0A2, Canada
[3] Southwest Jiaotong Univ, Coll Math, Chengdu 610031, Sichuan, Peoples R China
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
Conflict analysis; Formal concept analysis; Rough sets; Three-valued situation table; Three-way decision; DECISION; APPROXIMATIONS; INFORMATION; CONTEXTS;
D O I
10.1016/j.knosys.2020.105556
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Pawlak model of conflict analysis uses three-valued ratings (i.e., positive, neutral, and negative) of a set of agents on a set of issues. Several extensions to the Pawlak model, namely, rough sets based qualitative and quantitative models, formal concept analysis based quantitative models, and three-way conflict analysis models, have been proposed in recent years. The main objective of this paper is to propose a more general model that unifies these existing models in an evaluation-based framework of three-way decision. The proposed model uses a pair of evaluations, one for support and the other for opposition, for trisecting the set of agents. By considering qualitative and quantitative evaluations, we derive a qualitative model and a quantitative model of three-way conflict analysis, respectively. The corresponding two models built based on rough sets and the corresponding two models built based on formal concept analysis are special cases. A unification of existing models provides insights into a common structure in formulating three-way conflict analysis with different choices of evaluations. We illustrate an application of the three-way conflict analysis model in making development plans for Gansu Province in China. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:11
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