• DocumentCode
    2890630
  • Title

    On the Measurement of TL - Fuzzy Rough Sets

  • Author

    Chen, De-gang ; Tsang, Eric C C

  • Author_Institution
    Dept. of Math. & Phys., North China Electr. Power Univ., Beijing
  • fYear
    2006
  • fDate
    13-16 Aug. 2006
  • Firstpage
    1636
  • Lastpage
    1641
  • Abstract
    In fuzzy rough sets a fuzzy T-similarity relation is employed to describe the degree of similarity between two objects and to construct lower and upper approximations for arbitrary fuzzy sets. Different triangular norm T identifies different point of view of similarity. Thus reasonable selection of triangular norm is clearly meaningful to practical applications of fuzzy rough sets. In this paper we first discuss the selection of triangular norm and emphasize the well-known Lukasiewicz´s triangular norm TL as a reasonable selection. We then propose a function for each approximation operator in TL -fuzzy rough sets to measure its approximating ability. The measurement functions of lower and upper approximation operators are natural generalizations of belief and plausibility functions in the evidence theory respectively. By using these two functions, accuracy measure, roughness degree, entropy and conditional entropy are defined for TL-fuzzy rough sets
  • Keywords
    approximation theory; belief maintenance; fuzzy set theory; mathematical operators; rough set theory; uncertainty handling; Lukasiewicz triangular norm; TL-fuzzy rough set; approximation operator; belief function; conditional entropy; evidence theory; fuzzy T-similarity relation; plausibility function; Cybernetics; Entropy; Fuzzy logic; Fuzzy set theory; Fuzzy sets; Machine learning; Mathematics; Physics; Physics computing; Rough sets; Set theory; Lukasiewicz´s triangular norm; Rough sets; belief function; fuzzy rough sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2006 International Conference on
  • Conference_Location
    Dalian, China
  • Print_ISBN
    1-4244-0061-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2006.258898
  • Filename
    4028327