Relating attribute reduction in formal, object-oriented and property-oriented concept lattices

被引:96
|
作者
Medina, Jesus [1 ]
机构
[1] Univ Cadiz, Dept Math, Cadiz, Spain
关键词
Galois connection; Formal concept analysis; Property-oriented and object-oriented concept lattices; Attribute reduction; ROUGH SET-THEORY; APPROXIMATIONS;
D O I
10.1016/j.camwa.2012.03.087
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Attribute reduction is an important step in reducing computational complexity in order to extract information from relational systems. Three of these systems are the formal, object-oriented and property oriented concept lattices. Attribute reduction in the last two concept lattices has recently been studied. The relation with the first concept lattice is very important since two important, independent tools to extract information from databases - the formal concept analysis and rough set theory - will be related. This paper studies attribute reduction in these three frameworks. The main results are that the classification of each attribute into absolutely necessary, relatively necessary and absolutely unnecessary attributes is independent of the framework considered and that an attribute reduct in one of these relational systems is also an attribute reduct in the others. (c) 2012 Elsevier Ltd. All rights reserved.
引用
下载
收藏
页码:1992 / 2002
页数:11
相关论文
共 50 条
  • [1] Rule Acquisition in Formal Decision Contexts Based on Formal, Object-Oriented and Property-Oriented Concept Lattices
    Ren, Yue
    Li, Jinhai
    Kumar, Cherukuri Aswani
    Liu, Wenqi
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [2] Multi-adjoint property-oriented and object-oriented concept lattices
    Medina, Jesus
    INFORMATION SCIENCES, 2012, 190 : 95 - 106
  • [3] Towards attribute reduction in object-oriented concept lattices
    Medina, Jesus
    Ramirez-Poussa, Eloisa
    2017 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2017,
  • [4] Granular Reduction of Property-Oriented Concept Lattices
    Wei, Ling
    Zhang, Xiao-Hua
    Qi, Jian-Jun
    CONCEPTUAL STRUCTURES: FROM INFORMATION TO INTELLIGENCE, 2010, 6208 : 154 - +
  • [5] A theoretical study on object-oriented and property-oriented multi-scale formal concept analysis
    Yanhong She
    Xiaoli He
    Ting Qian
    Qinqin Wang
    Wanglin Zeng
    International Journal of Machine Learning and Cybernetics, 2019, 10 : 3263 - 3271
  • [6] A theoretical study on object-oriented and property-oriented multi-scale formal concept analysis
    She, Yanhong
    He, Xiaoli
    Qian, Ting
    Wang, Qinqin
    Zeng, Wanglin
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2019, 10 (11) : 3263 - 3271
  • [7] Attribute reductions in object-oriented concept lattices
    Ma, Jian-Min
    Leung, Yee
    Zhang, Wen-Xiu
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2014, 5 (05) : 789 - 813
  • [8] Attribute reductions in object-oriented concept lattices
    Jian-Min Ma
    Yee Leung
    Wen-Xiu Zhang
    International Journal of Machine Learning and Cybernetics, 2014, 5 : 789 - 813
  • [9] Attribute Logical Formulas Description of Object Granules Based on Property-Oriented(Object-Oriented) Concepts
    Wu X.
    Zhang J.
    Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2020, 33 (09): : 767 - 775
  • [10] Relations of attribute reduction between object and property oriented concept lattices
    Wang, Xia
    Zhang, Wenxiu
    KNOWLEDGE-BASED SYSTEMS, 2008, 21 (05) : 398 - 403