• DocumentCode
    1563903
  • Title

    Visual cluster validity (VCV) displays for prototype generator clustering methods

  • Author

    Bezdek, James C. ; Hathaway, Richard J.

  • Author_Institution
    Comput. Sci. Dept., Univ. of West Florida, Pensacola, FL, USA
  • Volume
    2
  • fYear
    2003
  • Firstpage
    875
  • Abstract
    Conventional cluster validity techniques usually represent all the validity information available about a particular clustering by a single number. The display method introduced here is an alternative to standard validity functionals. The proposed approach uses intensity images generated from the results of any prototype generator clustering algorithm as a means for cluster validation. Several numerical examples are given to illustrate the method.
  • Keywords
    data visualisation; fuzzy set theory; pattern clustering; cluster validation; display method; intensity images; prototype generator clustering algorithm; single number; standard validity functionals; visual cluster validity displays; Clustering algorithms; Clustering methods; Computer displays; Computer science; Fuzzy logic; Fuzzy sets; Image generation; Partitioning algorithms; Prototypes; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
  • Print_ISBN
    0-7803-7810-5
  • Type

    conf

  • DOI
    10.1109/FUZZ.2003.1206546
  • Filename
    1206546