A new attribute reduction method and its application in covering information systems

被引:3
|
作者
Li, Fachao [1 ,2 ]
Yang, Jinning [2 ]
Jin, Chenxia [1 ]
Kataev, Mikhail Yu [3 ]
机构
[1] Hebei Univ Sci & Technol, Sch Econ & Management, Shijiazhuang 050018, Peoples R China
[2] Hebei Univ Sci & Technol, Sch Sci, Shijiazhuang, Peoples R China
[3] Tomsk State Univ Control Syst & Radioelect, Dept Control Syst, Tomsk, Russia
基金
中国国家自然科学基金;
关键词
Covering information system; network topology; attribute reduction; information redundancy; ROUGH SETS; FRAMEWORK;
D O I
10.1080/17517575.2016.1211744
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on removing information redundancy from a covering information system. First, we review the common covering reduction methods and discussed their relationship to each other. Second, we consider the explicit and implicit values of compound attributes in order to lay the basis of our work. Then we obtain a network topology of covering. Third, we prove that network topology is a set of bases in a covering information system through an example, in which we obtain all the irreducible elements. Finally, we discuss the network topology-based attribute reduction method, as well as compare it with other methods. Our discussions enrich the existing attribute reduction theories and methods.
引用
收藏
页码:1043 / 1058
页数:16
相关论文
共 50 条
  • [1] Related family: A new method for attribute reduction of covering information systems
    Yang, Tian
    Li, Qingguo
    Zhou, Bilei
    [J]. INFORMATION SCIENCES, 2013, 228 : 175 - 191
  • [2] A New Approach to Attribute Reduction of Covering Information System
    Li, Fachao
    Yang, Jinning
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND MECHANICAL AUTOMATION (CSMA), 2015, : 180 - 184
  • [3] A novel method for attribute reduction of covering decision systems
    Wang, Changzhong
    He, Qiang
    Chen, Degang
    Hu, Qinghua
    [J]. INFORMATION SCIENCES, 2014, 254 : 181 - 196
  • [4] A New Method of Attribute Reduction of Covering Rough Sets
    Yang, Tian
    Li, Qingguo
    Zhou, Bilei
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 596 - 600
  • [5] Extension of Covering Approximation Space and Its Application in Attribute Reduction
    Wang, Guoyin
    Hu, Jun
    [J]. ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 167 - 174
  • [6] Attribute Reduction Methods Based on Pythagorean Fuzzy Covering Information Systems
    Yan, Chen
    Zhang, Haidong
    [J]. IEEE ACCESS, 2020, 8 : 28484 - 28495
  • [7] A Modified Attribute Reduction Algorithm of Consistent Covering Decision Information Systems
    Deng, Jiwei
    Yang, Tian
    Wang, Taihong
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 89 - 92
  • [8] Attribute Reduction Based on Consistent Covering Rough Set and Its Application
    Bai, Jianchuan
    Xia, Kewen
    Lin, Yongliang
    Wu, Panpan
    [J]. COMPLEXITY, 2017,
  • [9] Homomorphisms-based attribute reduction of dynamic fuzzy covering information systems
    Lang, Guangming
    Li, Qingguo
    Guo, Lankun
    [J]. INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2015, 44 (7-8) : 791 - 811
  • [10] An efficient method for attribute reduction in incomplete information systems
    Li, Renpu
    Zhao, Yongsheng
    Zhang, Fuzeng
    Song, Lihua
    [J]. FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2007, : 352 - 356