• DocumentCode
    2904399
  • Title

    The optimal cluster number of FCM in complex economic systems

  • Author

    He, Yong ; Zhu, Kejum ; Gao, Siwei ; Liu, Ting ; Guo, Haixiang

  • Author_Institution
    Coll. of Manage., China Univ. of Geosci., Wuhan
  • fYear
    2008
  • fDate
    1-6 June 2008
  • Firstpage
    766
  • Lastpage
    770
  • Abstract
    When modeling the complex economic systems, a target system often need to be categorized into a certain clusters by FCM. The optimal cluster number often is dependent of the selected cluster validity function, but there are so many validity functions proposed, it is difficult to get the optimal cluster number in real target system. A method to get the optimal cluster number of FCM in real systems is proposed: Presets some reasonable cluster numbers, and then chooses a cluster number as the optimal cluster number by some representative validity functions. Testing on the X30 and Bensaid data sets demonstrates the effectiveness and reliability of the proposed method, and finally gives an experiment on Chinapsilas 31 regions according to the level of science and technology (S&T) progress.
  • Keywords
    economics; fuzzy set theory; optimisation; pattern clustering; complex economic system; fuzzy c-means; optimal cluster number; real target system; Fuzzy systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence). IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1098-7584
  • Print_ISBN
    978-1-4244-1818-3
  • Electronic_ISBN
    1098-7584
  • Type

    conf

  • DOI
    10.1109/FUZZY.2008.4630457
  • Filename
    4630457