• DocumentCode
    477724
  • Title

    A Learning Algorithm of Fuzzy Cognitive Map in Document Classification

  • Author

    Peng, Zhen ; Yang, Bingru ; Fang, Weiwei

  • Author_Institution
    Dept. of Comput., Univ. of Sci. & Technol. Beijing, Beijing
  • Volume
    1
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    501
  • Lastpage
    504
  • Abstract
    As the amount of documents has grown enormously, effective classification method is becoming one of the key techniques to organize and query documents users want. The paper proposes a document classification method based fuzzy cognitive map (FCM) and introduces the FCM learning algorithm based Nonlinear Hebbian for document classification. Appropriate experiment demonstrates the efficacy of FCM in document classification.
  • Keywords
    Hebbian learning; document handling; fuzzy set theory; pattern classification; document classification method; fuzzy cognitive map; learning algorithm; nonlinear Hebbian learning; Algorithm design and analysis; Concrete; Evolutionary computation; Feedback; Fuzzy cognitive maps; Fuzzy systems; Hebbian theory; Information science; Knowledge engineering; Performance analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
  • Conference_Location
    Shandong
  • Print_ISBN
    978-0-7695-3305-6
  • Type

    conf

  • DOI
    10.1109/FSKD.2008.45
  • Filename
    4666028