• DocumentCode
    424143
  • Title

    An initial analysis of parametric sensitivity to fuzzy extension matrix

  • Author

    Wang, Jing-hong ; Wang, Xi-Zhao

  • Author_Institution
    Dept. of Comput. Teaching, Hebei Normal Univ., China
  • Volume
    3
  • fYear
    2004
  • fDate
    26-29 Aug. 2004
  • Firstpage
    1884
  • Abstract
    Fuzzy extension matrix induction is an extraction technique of fuzzy rules, which can be used in handling ambiguous classification problems related to human´s thought and sense. The entire process of building heuristic algorithm based on fuzzy extension matrix is dependent of three specified parameters that seriously affect the computational effort and the rule extraction accuracy. Since, the value of three parameters is usually given in terms of human experience or real requirements, it is very difficult to determine its optimal value. This paper makes an initial attempt to give some guidelines of how to automatically choose these parameters by analyzing the relationship between the values of parameters and the number of rules generated.
  • Keywords
    fuzzy set theory; knowledge acquisition; learning (artificial intelligence); matrix algebra; optimisation; sensitivity analysis; fuzzy extension matrix induction; fuzzy rule extraction; heuristic algorithm; parametric sensitivity analysis; rule generation; Computer science; Education; Fuzzy sets; Guidelines; Heuristic algorithms; Humans; Knowledge acquisition; Machine learning; Mathematics; Spread spectrum communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
  • Print_ISBN
    0-7803-8403-2
  • Type

    conf

  • DOI
    10.1109/ICMLC.2004.1382085
  • Filename
    1382085