• DocumentCode
    1937339
  • Title

    The Fuzzy Description of the Boundary Region in Rough Sets and its Applications

  • Author

    Sun, Bing-zhen ; Gong, Zeng-tai

  • Author_Institution
    Lanzhou Jiaotong Univ., Lanzhou
  • Volume
    6
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    3648
  • Lastpage
    3652
  • Abstract
    In this paper, the boundary region of a rough set in the universe U is divided into lower and upper boundaries, and a fuzzy set is defined in the boundary region of the rough set based on the theory of inclusion degree. It can descript the element in boundary region of any rough set more precision; therefore, it can characterize the process which the rough set from vagueness to crisp exactly, and it also shows the nature of the rough set. Based on this definition, we redefine the rough membership function by the fuzzy set on the boundary region, and the operation of the intersection and union of any two fuzzy set will be also hold under the new rough membership function. Hence, the deficiency of the works by Pawlak (1985) and Sun Bing zhen and Gong Zeng tai (2006) is overcome. Finally, the measure of fuzziness of any rough set is discussed by the theory of fuzzy entropy.
  • Keywords
    fuzzy set theory; rough set theory; boundary region; fuzzy description; fuzzy entropy; fuzzy set; rough membership function; rough sets; Cybernetics; Educational institutions; Entropy; Fuzzy set theory; Fuzzy sets; Machine learning; Mathematics; Rough sets; Transportation; Uncertainty; Boundary region; Fuzzy sets; Inclusion degree; Rough membership function; Rough sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370779
  • Filename
    4370779