A fusion model for multiple partial-order quotient spaces based on three-way decision

被引:0
|
作者
Yin, Longjun [1 ,2 ]
Zhang, Qinghua [1 ,2 ]
Wu, Chengying [3 ]
Luo, Nanfang [1 ,2 ]
Zhao, Fan [1 ,2 ]
Yang, Ying [1 ,2 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Comp Sci & Technol, Chongqing 400065, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Chongqing Key Lab Computat Intelligence, Chongqing 400065, Peoples R China
[3] Chongqing Normal Univ, Chongqing 400047, Peoples R China
关键词
Equivalence relation; Quotient space; Partial-order quotient space; Three-way decision; Fused partial-order quotient space; MULTISCALE DECISION; RECOMMENDATION;
D O I
10.1016/j.asoc.2024.112363
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With a quotient space, a complex problem can be transformed into an appropriate granularity for processing. However, within a quotient space, there are no partial order relations between information granules. In practical decision-making, it maybe necessary to deal with quotient spaces that have partial order relations between information granules. In this paper, first, the concept of a partial-order quotient space is proposed and some of its properties are studied. Second, a fusion model for multiple partial-order quotient spaces based on three-way decision is proposed, and some related theorems are proved. Finally, a case study of teacher evaluation, an experiment on real data, and several simulation experiments are presented to demonstrate the practicality of the proposed model in this paper.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] A general conflict analysis model based on three-way decision
    Guangming Lang
    International Journal of Machine Learning and Cybernetics, 2020, 11 : 1083 - 1094
  • [22] An active learning method based on three-way decision model
    Hu F.
    Zhang M.
    Yu H.
    Kongzhi yu Juece/Control and Decision, 2019, 34 (04): : 718 - 726
  • [23] A general conflict analysis model based on three-way decision
    Lang, Guangming
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2020, 11 (05) : 1083 - 1094
  • [24] A prospect theory-based three-way decision model
    Wang, Tianxing
    Li, Huaxiong
    Zhou, Xianzhong
    Huang, Bing
    Zhu, Haibin
    KNOWLEDGE-BASED SYSTEMS, 2020, 203
  • [25] Novel transformation methods from semi-three-way decision spaces to three-way decision spaces and their applications
    Wang, Yiding
    Qiao, Junsheng
    Li, Tengbiao
    INFORMATION SCIENCES, 2024, 657
  • [26] An improved three-way decision model based on prospect theory
    Zhong, Yihua
    Li, Yanhua
    Yang, Yang
    Li, Tong
    Jia, Yanlin
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2022, 142 : 109 - 129
  • [27] Hierarchical sequential three-way decision model
    Qian, Jin
    Tang, DaWei
    Yu, Ying
    Yang, XiBei
    Gao, Shang
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2022, 140 : 156 - 172
  • [28] A Three-way Decisions Model for Decision Tables
    Yin, Linzi
    Xu, Xuemei
    Ding, Jiafeng
    Jiang, Zhaohui
    Sun, Kehui
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 258 - 263
  • [29] Incremental concept cognitive learning based on three-way partial order structure
    Yan, Enliang
    Yu, Cunguo
    Lu, Liming
    Hong, Wenxue
    Tang, Chunzhi
    KNOWLEDGE-BASED SYSTEMS, 2021, 220
  • [30] Graph representation learning method based on three-way partial order structure
    Yan, Enliang
    Hao, Shikuan
    Zhang, Tao
    Hao, Tianyong
    Chen, Qiliang
    Yu, Jianping
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2024, 165