Multi-granulation fuzzy rough sets based on overlap functions with a new approach to MAGDM

被引:23
作者
Zhang, Xiaohong [1 ,2 ]
Shang, Jiaoyan [1 ]
Wang, Jingqian [1 ]
机构
[1] Shaanxi Univ Sci & Technol, Sch Math & Data Sci, Xian 710021, Peoples R China
[2] Shaanxi Univ Sci & Technol, Shaanxi Joint Lab Artificial Intelligence, Xian 710021, Peoples R China
基金
中国国家自然科学基金;
关键词
Overlap function; Grouping function; Multi-gramulation fuzzy rough set; Multi -attribute group decision -making; FEATURE-SELECTION; VALUED OVERLAP;
D O I
10.1016/j.ins.2022.11.146
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A common approach to constructing fuzzy rough sets (FRSs) is using t-norms. Furthermore, establishing multi-granulation fuzzy rough sets (MGFRSs) is also usually undertaken by means of t-norms. However, most of these sets cannot satisfy the property that upper approximations contain lower approximations under fuzzy binary relations, which is imperative for rough set models. The overlap function is a type of aggregate function that is widely used in multi-attribute decision-making (MADM), image processing and other fields. In this paper, two novel types of MGFRS models under n-dimensional overlap func-tions are established to overcome the shortcomings of existing models, which are then applied to the multi-attribute group decision-making (MAGDM) problem. First, idempo-tent n-dimensional overlap functions are used to establish optimistic and pessimistic MGFRSs. These new models fully preserve the important properties of the traditional MGFRS model. Second, through the theoretical analysis of MGFRS based on overlap func-tions (OMGFRS) and in combination with the TOPSIS method, a solution mechanism for the MAGDM method is proposed. Finally, to fully illustrate this decision-making method, an effective example is developed. A comparison with available methods indicates that this approach is more suitable and has wider adaptability, and that is can be used to handle decision-making problems.(c) 2022 Elsevier Inc. All rights reserved.
引用
收藏
页码:536 / 559
页数:24
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