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Sequential three-way decisions via multi-granularity.

Authors :
Qian, Jin
Liu, Caihui
Miao, Duoqian
Yue, Xiaodong
Source :
Information Sciences. Jan2020, Vol. 507, p606-629. 24p.
Publication Year :
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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00200255
Volume :
507
Database :
Academic Search Index
Journal :
Information Sciences
Publication Type :
Periodical
Accession number :
138436915
Full Text :
https://doi.org/10.1016/j.ins.2019.03.052