• DocumentCode
    3480602
  • Title

    Study on web classification mining method based on fuzzy neural network

  • Author

    Tian, Jingwen ; Gao, Meijuan ; Sun, Yang

  • Author_Institution
    Coll. of Autom., Beijing Union Univ., Beijing, China
  • fYear
    2009
  • fDate
    5-7 Aug. 2009
  • Firstpage
    1781
  • Lastpage
    1785
  • Abstract
    With the development and widely used of Internet and information technology, the Web has become one of the most important means to obtain information for people. According to the Web document classification and the theory of artificial neural network, a Web classification mining method based on fuzzy neural network (FNN) is presented in this paper. We construct the structure of fuzzy neural network that used for Web text information classification, and adopt the Levenberg-Marquart optimizing algorithm to train fuzzy neural network, thereby enhancing the convergence rate and the classification accuracy. The structure of Web classification mining system based on fuzzy neural network is given. With the ability of strong self-learning and nonlinear function approach and pattern classification of fuzzy neural network, the classification mining method can truly classify the Web text information. The actual classification results show that this method is feasible and effective.
  • Keywords
    Internet; convergence; data mining; fuzzy neural nets; fuzzy set theory; learning (artificial intelligence); nonlinear functions; optimisation; pattern classification; text analysis; Internet; Levenberg-Marquart optimizing algorithm; Web text information classification mining; convergence; document classification; fuzzy neural network training; fuzzy set theory; information technology; nonlinear function approach; pattern classification; self-learning approach; Artificial neural networks; Automation; Data mining; Databases; Fuzzy neural networks; Fuzzy systems; Information technology; Neural networks; Neurons; Pattern recognition; Levenberg-Marquart algorithm; Web mining; classification; fuzzy neural network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automation and Logistics, 2009. ICAL '09. IEEE International Conference on
  • Conference_Location
    Shenyang
  • Print_ISBN
    978-1-4244-4794-7
  • Electronic_ISBN
    978-1-4244-4795-4
  • Type

    conf

  • DOI
    10.1109/ICAL.2009.5262672
  • Filename
    5262672