Three-Way Decision: An Interpretation of Rules in Rough Set Theory

被引:0
|
作者
Yao, Yiyu [1 ]
机构
[1] Univ Regina, Dept Comp Sci, Regina, SK S4S 0A2, Canada
关键词
WEB;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new interpretation of rules in tough set theory is introduced. According to the positive, boundary, and negative regions of a set, one can make a three-way decision: accept, abstain and reject. The three regions enable us to derive three types of decision rules, namely, positive rules for acceptance, boundary rules for indecision or delayed decision, and negative rules for rejection. Within the decision-theoretic rough set model, the associated costs of rules are analyzed.
引用
收藏
页码:642 / 649
页数:8
相关论文
共 50 条
  • [1] On modeling similarity and three-way decision under incomplete information in rough set theory
    Luo, Junfang
    Fujita, Hamido
    Yao, Yiyu
    Qin, Keyun
    [J]. KNOWLEDGE-BASED SYSTEMS, 2020, 191
  • [2] Three-way decision approaches to conflict analysis using decision-theoretic rough set theory
    Lang, Guangming
    Miao, Duoqian
    Cai, Mingjie
    [J]. INFORMATION SCIENCES, 2017, 406 : 185 - 207
  • [3] Three-way approximation of decision granules based on the rough set approach
    Stepaniuk, Jaroslaw
    Skowron, Andrzej
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2023, 155 : 1 - 16
  • [4] Three-way decision based on confidence level change in rough set
    Guo, Doudou
    Jiang, Chunmao
    Wu, Peng
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2022, 143 : 57 - 77
  • [5] Structured approximations as a basis for three-way decisions in rough set theory
    Hu, Mengjun
    Yao, Yiyu
    [J]. KNOWLEDGE-BASED SYSTEMS, 2019, 165 : 92 - 109
  • [6] Conflict Analysis Triggered by Three-Way Decision and Pythagorean Fuzzy Rough Set
    Jie Zhao
    Renxia Wan
    Duoqian Miao
    [J]. International Journal of Computational Intelligence Systems, 17
  • [7] Covering Rough Set-based Three-way Decision Feature Selection
    Ren, Mengyuan
    Qu, Yanpeng
    Deng, Ansheng
    [J]. PROCEEDINGS OF 2018 TENTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2018, : 782 - 787
  • [8] Conflict Analysis Triggered by Three-Way Decision and Pythagorean Fuzzy Rough Set
    Zhao, Jie
    Wan, Renxia
    Miao, Duoqian
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2024, 17 (01)
  • [9] Dynamic Maintenance of Three-Way Decision Rules
    Luo, Chuan
    Li, Tianrui
    Chen, Hongmei
    [J]. ROUGH SETS AND KNOWLEDGE TECHNOLOGY, RSKT 2014, 2014, 8818 : 801 - 811
  • [10] Three-way decisions based on covering rough set
    Van Thien Le
    Hu, Bao Qing
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 30 (03) : 1763 - 1772