Covering-based fuzzy rough sets

被引:10
|
作者
Kong, Qing-Zhao [1 ,2 ]
Wei, Zeng-Xin [3 ]
机构
[1] E China Univ Sci & Technol, Sch Sci, Shanghai 200237, Peoples R China
[2] Jimei Univ, Sch Sci, Xiamen, Fujian, Peoples R China
[3] Guangxi Univ, Sch Math & Informat, Nanning 530004, Peoples R China
关键词
Fuzzy rough sets; monotone covering; approximation operator; algebraic property; REDUCTION; SYSTEM; SPACES;
D O I
10.3233/IFS-151940
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many researchers have combined rough set theory and fuzzy set theory in order to easily approach problems of imprecision and uncertainty. Covering-based rough sets are one of the important generalizations of classical rough sets. Naturally, covering-based fuzzy rough sets can be studied as a combination of covering-based rough set theory and fuzzy set theory. It is clear that Pawlak's rough set model and fuzzy rough set model are special cases of the covering-based fuzzy rough set model. This paper investigates the properties of covering-based fuzzy rough sets. In addition, operations of intersection, union and complement on covering-based fuzzy rough sets are investigated. Finally, the corresponding algebraic properties are discussed in detail.
引用
收藏
页码:2405 / 2411
页数:7
相关论文
共 50 条
  • [41] Intuitionistic Fuzzy Granular Matrix: Novel Calculation Approaches for Intuitionistic Fuzzy Covering-Based Rough Sets
    Wang, Jingqian
    Zhang, Xiaohong
    AXIOMS, 2024, 13 (06)
  • [42] On matrix representation of three types of covering-based rough sets
    Huang, Aiping
    Zhu, William
    2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 185 - 190
  • [43] Covering-based multigranulation decision-theoretic rough sets
    Liu, Caihui
    Pedrycz, Witold
    Wang, Meizhi
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (01) : 749 - 765
  • [44] Relationship among basic concepts in covering-based rough sets
    Zhu, William
    INFORMATION SCIENCES, 2009, 179 (14) : 2478 - 2486
  • [45] Minimal Description and Maximal Description in Covering-based Rough Sets
    Wang, Zhaohao
    Shu, Lan
    Ding, Xiuyong
    FUNDAMENTA INFORMATICAE, 2013, 128 (04) : 503 - 526
  • [46] Transversal and Function Matroidal Structures of Covering-Based Rough Sets
    Wang, Shiping
    Zhu, William
    Min, Fan
    ROUGH SETS AND KNOWLEDGE TECHNOLOGY, 2011, 6954 : 146 - +
  • [47] An approach to covering-based rough sets through bipartite graphs
    Wang, Jingqian
    Zhu, William
    2014 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2014, : 1213 - 1218
  • [48] Connections between covering-based rough sets and concept lattices
    Tan, Anhui
    Li, Jinjin
    Lin, Guoping
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2015, 56 : 43 - 58
  • [49] An MADM approach to covering-based variable precision fuzzy rough sets: an application to medical diagnosis
    Haibo Jiang
    Jianming Zhan
    Bingzhen Sun
    José Carlos R. Alcantud
    International Journal of Machine Learning and Cybernetics, 2020, 11 : 2181 - 2207
  • [50] The rough membership functions on four types of covering-based rough sets and their applications
    Ge, Xun
    Wang, Pei
    Yun, Ziqiu
    INFORMATION SCIENCES, 2017, 390 : 1 - 14