Back to Search Start Over

Sequential three-way decisions via multi-granularity

Authors :
Duoqian Miao
Xiaodong Yue
Caihui Liu
Jin Qian
Source :
Information Sciences. 507:606-629
Publication Year :
2020
Publisher :
Elsevier BV, 2020.

Abstract

Three-way decisions provide a trisecting-and-acting framework for complex problem solving. For a cost-sensitive decision-making problem under multiple levels of granularity, sequential three-way decisions have come into being. Within this framework, how to act upon the three pair-wise disjoint regions is the most important issue. To this end, we propose a generalized model of sequential three-way decisions via multi-granularity in this paper. Subsequently, we adopt the typical aggregation strategies to implement the following five kinds of multigranulation sequential three-way decisions—the weighted arithmetic mean multigranulation sequential three-way decisions, the optimistic multigranulation sequential three-way decisions, the pessimistic multigranulation sequential three-way decisions, the pessimistic-optimistic multigranulation sequential three-way decisions and the optimistic-pessimistic multigranulation sequential three-way decisions. Furthermore, we discuss the rightness and rationality of the five kinds of multigranulation sequential three-way decisions and also analyze the relationships and differences between them. Finally, the experimental results demonstrate that the first four different multigranulation sequential three-way decisions are effective. These models will accelerate and enrich the development of multigranulation three-way decisions.

Details

ISSN :
00200255
Volume :
507
Database :
OpenAIRE
Journal :
Information Sciences
Accession number :
edsair.doi...........2f75e46215fe65c467cfc96491c34c5f
Full Text :
https://doi.org/10.1016/j.ins.2019.03.052