• DocumentCode
    3432209
  • Title

    On matrix representation of three types of covering-based rough sets

  • Author

    Huang, Aiping ; Zhu, William

  • Author_Institution
    Lab of Granular Computing, Zhangzhou Normal University, 363000, China
  • fYear
    2012
  • fDate
    11-13 Aug. 2012
  • Firstpage
    185
  • Lastpage
    190
  • Abstract
    Rough set theory is a useful tool for dealing with inexact, uncertain or vague knowledge of information systems. The core concepts of classical rough sets are lower and upper approximation operators based on equivalence relations. However, it is inefficient to compute the lower and upper approximations using set operations. Matrix is widely used in scientific computation. In this paper, three types of covering-based rough set operators are represented through matrix. In the first part, a matrix representation of a covering is given. Moreover, in order to construct a matrix representation of a neighborhood, two operators are introduced. Then the relationship of the matrix representation of a neighborhood between a covering and its reduct is studied. In the second part, three types of lower and upper approximation operators based on neighborhood are represented by matrix. Moreover, the relationship among them is also discussed. In a word, the matrix representation provides a new and effective approach to the computation of approximation operators in rough sets.
  • Keywords
    Approximation methods; Approximation operator; Covering; Matrix; Neighborhood; Rough sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Granular Computing (GrC), 2012 IEEE International Conference on
  • Conference_Location
    Hangzhou, China
  • Print_ISBN
    978-1-4673-2310-9
  • Type

    conf

  • DOI
    10.1109/GrC.2012.6468664
  • Filename
    6468664