Duality, conjugacy and adjointness of approximation operators in covering-based rough sets

被引:57
|
作者
Restrepo, Mauricio [1 ]
Cornelis, Chris [2 ]
Gomez, Jonatan [1 ]
机构
[1] Univ Nacl Colombia, Dept Comp Sci & Engn, Bogota, Colombia
[2] Univ Granada, Dept Comp Sci & Artificial Intelligence, Granada, Spain
关键词
Rough sets; Coverings; Approximations; Adjointness; Galois connections; BINARY RELATION; REDUCTION; SYSTEMS;
D O I
10.1016/j.ijar.2013.08.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many different proposals exist for the definition of lower and upper approximation operators in covering-based rough sets. In this paper, we establish relationships between the most commonly used operators, using especially concepts of duality, conjugacy and adjointness (also referred to as Galois connection). We highlight the importance of the adjointness condition as a way to provide a meaningful link, aside from duality, between a pair of approximation operators. Moreover, we show that a pair of a lower and an upper approximation operator can be dual and adjoint at the same time if and only if the upper approximation is self-conjugate, and we relate this result to a similar characterization obtained for the generalized rough set model based on a binary relation. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:469 / 485
页数:17
相关论文
共 50 条
  • [31] Connectedness of Graph and Matroid by Covering-Based Rough Sets
    Li, Hui
    Zhu, William
    [J]. ROUGH SETS, FUZZY SETS, DATA MINING, AND GRANULAR COMPUTING, RSFDGRC 2015, 2015, 9437 : 149 - 160
  • [32] Properties of two types of covering-based rough sets
    Fang, Lian-Hua
    Li, Ke-Dian
    Li, Jin-Jin
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2013, 4 (06) : 685 - 691
  • [33] Properties of the third type of covering-based rough sets
    Zhu, William
    Wang, Fei-Yue
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 3746 - 3751
  • [34] On some types of fuzzy covering-based rough sets
    Yang, Bin
    Hu, Bao Qing
    [J]. FUZZY SETS AND SYSTEMS, 2017, 312 : 36 - 65
  • [35] Properties of the first type of covering-based rough sets
    Zhu, William
    Wang, Fei-Yue
    [J]. ICDM 2006: SIXTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, WORKSHOPS, 2006, : 407 - +
  • [36] Characterizations and applications of parametric covering-based rough sets
    Yang, Bin
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (02) : 2637 - 2650
  • [37] The Lower Approximation Number in Covering-Based Rough Set
    Liu, Hui
    Zhu, William
    [J]. ROUGH SETS AND KNOWLEDGE TECHNOLOGY, RSKT 2015, 2015, 9436 : 222 - 230
  • [38] Properties of the second type of covering-based rough sets
    Zhu, William
    [J]. 2006 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WORKSHOPS PROCEEDINGS, 2006, : 494 - 497
  • [39] Free Matroidal Structure of Covering-Based Rough Sets
    Yu, Chengyi
    Min, Fan
    Zhu, William
    [J]. 2011 6TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND CONVERGENCE INFORMATION TECHNOLOGY (ICCIT), 2012, : 755 - 758
  • [40] Properties of two types of covering-based rough sets
    Lian-Hua Fang
    Ke-Dian Li
    Jin-Jin Li
    [J]. International Journal of Machine Learning and Cybernetics, 2013, 4 : 685 - 691