Three-way decisions: beyond rough sets and granular computing

With the fast developments of three-way decisions (3WD), this paper systematically summarizes the development track and evolution process of 3WD in recent decades. Firstly, the historical context, internal connections and relations between 3WD and rough sets are carefully investigated. Then, we disc...

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Vydané v:International journal of machine learning and cybernetics Ročník 11; číslo 5; s. 989 - 1002
Hlavní autori: Liu, Dun, Yang, Xin, Li, Tianrui
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2020
Springer Nature B.V
Predmet:
Algorithms
Approximation
Artificial Intelligence
Complex Systems
Computation
Computational Intelligence
Control
Decision theory
Decisions
Engineering
Fuzzy sets
Mechatronics
Original Article
Pattern Recognition
Robotics
Semantics
Systems Biology
Three-way decisions
Granular computing
Multi-level
Multi-view
Rough sets
ISSN:1868-8071, 1868-808X
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Abstract With the fast developments of three-way decisions (3WD), this paper systematically summarizes the development track and evolution process of 3WD in recent decades. Firstly, the historical context, internal connections and relations between 3WD and rough sets are carefully investigated. Then, we discuss the methodology of 3WD via granular computing with “multi-level” strategy and “multi-view” strategy. Two novel 3WD generalized models with multilevel structure and multiview structure, as well as an integration framework of multilevel and multiview, are analyzed and discussed detailedly. Finally, this paper presents the research status and future research topics of 3WD.
AbstractList With the fast developments of three-way decisions (3WD), this paper systematically summarizes the development track and evolution process of 3WD in recent decades. Firstly, the historical context, internal connections and relations between 3WD and rough sets are carefully investigated. Then, we discuss the methodology of 3WD via granular computing with “multi-level” strategy and “multi-view” strategy. Two novel 3WD generalized models with multilevel structure and multiview structure, as well as an integration framework of multilevel and multiview, are analyzed and discussed detailedly. Finally, this paper presents the research status and future research topics of 3WD.
Author Yang, Xin
Li, Tianrui
Liu, Dun
Author_xml – sequence: 1
  givenname: Dun
  orcidid: 0000-0002-1768-4598
  surname: Liu
  fullname: Liu, Dun
  email: newton83@163.com
  organization: School of Economics and Management, Southwest Jiaotong University
– sequence: 2
  givenname: Xin
  surname: Yang
  fullname: Yang, Xin
  organization: School of Economic Information Engineering, Southwest University of Finance and Economics
– sequence: 3
  givenname: Tianrui
  surname: Li
  fullname: Li, Tianrui
  organization: Institute of Artificial Intelligence, Southwest Jiaotong University, School of Information Science and Technology, Southwest Jiaotong University
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Keywords Three-way decisions
Granular computing
Multi-level
Multi-view
Rough sets
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SubjectTerms Algorithms
Approximation
Artificial Intelligence
Complex Systems
Computation
Computational Intelligence
Control
Decision theory
Decisions
Engineering
Fuzzy sets
Mechatronics
Original Article
Pattern Recognition
Robotics
Semantics
Systems Biology
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