• DocumentCode
    2589703
  • Title

    A fuzzy knowledge-based approach to the alternative classification problems

  • Author

    Lin, Kuo-Sui ; McEwan, Wm ; Farn, Kwo-Jean

  • Author_Institution
    Paisley Univ., UK
  • fYear
    1996
  • fDate
    19-22 Jun 1996
  • Firstpage
    307
  • Lastpage
    311
  • Abstract
    Presents a fuzzy knowledge-based approach to the problem of classifying alternatives in incomplete and imprecise real-world environments. Expert domain knowledge is modelled by a fuzzy conjunctive production rule base. By applying a comparison ratio function, defined in this paper, we propose a new reasoning algorithm to identify the most suitable rule from the pre-defined production rule base and to infer the class of an input observation. Unlike traditional similarity (or matching) functions, this comparison ratio function can be associated with a reasoning threshold value to prevent mis-firing of the consequent portion of a classification rule. The fuzzy knowledge-based approach proposed in this paper is an efficient approach to classify classes of alternatives
  • Keywords
    fuzzy logic; inference mechanisms; knowledge based systems; knowledge representation; logic programming; pattern classification; uncertainty handling; alternative classification problems; classification rule consequent misfiring; comparison ratio function; expert domain knowledge modelling; fuzzy conjunctive production rule base; fuzzy knowledge representation; fuzzy knowledge-based approach; imprecise real-world environments; incomplete real-world environments; input observation class inference; predefined production rule base; reasoning algorithm; reasoning threshold value; suitable rule identification; Classification algorithms; Computer industry; Fuzzy reasoning; Fuzzy sets; Fuzzy systems; Information security; Knowledge based systems; Knowledge representation; Production; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Information Processing Society, 1996. NAFIPS., 1996 Biennial Conference of the North American
  • Conference_Location
    Berkeley, CA
  • Print_ISBN
    0-7803-3225-3
  • Type

    conf

  • DOI
    10.1109/NAFIPS.1996.534750
  • Filename
    534750