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Sequential three-way decisions via multi-granularity
- 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.
- Subjects :
- Information Systems and Management
Theoretical computer science
Computer science
media_common.quotation_subject
05 social sciences
050301 education
Rationality
02 engineering and technology
Disjoint sets
Pessimism
Computer Science Applications
Theoretical Computer Science
Artificial Intelligence
Control and Systems Engineering
Three way
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Granularity
0503 education
Software
media_common
Subjects
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