• DocumentCode
    2247925
  • Title

    Evaluation function guided search for fuzzy set covering

  • Author

    Cloete, Ian ; Van Zyl, Jacobus

  • Author_Institution
    Sch. of Inf. Technol., Int. Univ. in Germany, Bruchsal, Germany
  • Volume
    2
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Firstpage
    1007
  • Abstract
    Fuzzy set covering was introduced as an extended counterpart of crisp machine learning methods using a separate-and-conquer approach to concept learning. This approach follows a general-to-specific search through a space of partially ordered conjunctive descriptions. The search path followed depends to a large extent on the evaluation function used. This paper investigates the effect of the evaluation function on the quality of induced rules and the number of conjunctions examined.
  • Keywords
    divide and conquer methods; function evaluation; fuzzy set theory; learning (artificial intelligence); search problems; concept learning; evaluation function; fuzzy set covering; guided search path; machine learning methods; partially ordered conjunctive descriptions; Decision trees; Electronic mail; Fuzzy neural networks; Fuzzy sets; Information technology; Jacobian matrices; Learning systems; Machine learning; Machine learning algorithms; Space technology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
  • ISSN
    1098-7584
  • Print_ISBN
    0-7803-8353-2
  • Type

    conf

  • DOI
    10.1109/FUZZY.2004.1375546
  • Filename
    1375546