• DocumentCode
    468226
  • Title

    The Training of Radial Basis Function Network Classifier with Cooperative Clustering

  • Author

    Mu, Shaomin ; Tian, ShengFeng ; Yin, Chuanhuan

  • Author_Institution
    Beijing Jiaotong Univ., Beijing
  • Volume
    2
  • fYear
    2007
  • fDate
    24-27 Aug. 2007
  • Firstpage
    287
  • Lastpage
    290
  • Abstract
    The selection of centers and widths parameter has a strong influence on the performance of radial basis function neural network. In this paper, we present a novel approach of clustering, which we called cooperative clustering, and use it for selection of centers of radial basis function neural network. The experimental results are given to show that the approach could not only effectively improve the training speed, but also keep classification accuracies.
  • Keywords
    learning (artificial intelligence); pattern clustering; radial basis function networks; cooperative clustering; radial basis function network classifier; radial basis function neural network; training speed; Agricultural engineering; Agriculture; Clustering algorithms; Computer networks; Image analysis; Neural networks; Radial basis function networks; Support vector machine classification; Support vector machines; Time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2007. FSKD 2007. Fourth International Conference on
  • Conference_Location
    Haikou
  • Print_ISBN
    978-0-7695-2874-8
  • Type

    conf

  • DOI
    10.1109/FSKD.2007.588
  • Filename
    4406089