• DocumentCode
    575081
  • Title

    Free matroidal structure of covering-based rough sets

  • Author

    Yu, Chengyi ; Min, Fan ; Zhu, William

  • Author_Institution
    Lab. of Granular Comput., Zhangzhou Normal Univ., Zhangzhou, China
  • fYear
    2011
  • fDate
    Nov. 29 2011-Dec. 1 2011
  • Firstpage
    755
  • Lastpage
    758
  • Abstract
    Matroids were defined as abstract generation of graphs and matrices to try to capture abstractly essence of (in)dependence, it has wide application in electrical and computer science, mechanical engineering. Rough set theory is a new tool to deal with various types of data, covering-based rough set is a generalization of traditional rough set theory. This paper concerns the relationships between covering-based rough sets and matroid. Firstly, we establish the free matroidal structure of covering-based rough sets. Any subset of a universe can generate a free matroid, therefore any covering of a universe can be characterized by a family of free matroids. On the other hand, a family of free matroids can be used to generate a covering. Secondly, reducible element is to remove the redundant element in covering-based rough sets, reducible matroid is to remove redundant matroid in a family of matroids. We mainly research the relationship between reducible element and the reducible matroid in the family of free matroids induced by covering. Actually they are equivalent, the reducible element of a covering is always consistent with the reducible matroid induced by the covering. These results enrich covering-based rough set theory and matroid theory.
  • Keywords
    matrix algebra; rough set theory; abstract graph generation; abstract matrix generation; computer science; covering-based rough sets; free matroidal structure; matroid theory; mechanical engineering; reducible matroid; rough set theory; Approximation methods; Educational institutions; Machine learning; Rough sets; Free matroid; Matroids; Reducible element; Reducible matroid; Rough sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Sciences and Convergence Information Technology (ICCIT), 2011 6th International Conference on
  • Conference_Location
    Seogwipo
  • Print_ISBN
    978-1-4577-0472-7
  • Type

    conf

  • Filename
    6316717