• DocumentCode
    1217665
  • Title

    Visualizing fuzzy points in parallel coordinates

  • Author

    Berthold, Michael R. ; Hall, Lawrence O.

  • Author_Institution
    Tripos Inc., San Francisco, CA, USA
  • Volume
    11
  • Issue
    3
  • fYear
    2003
  • fDate
    6/1/2003 12:00:00 AM
  • Firstpage
    369
  • Lastpage
    374
  • Abstract
    Exploratory data analysis heavily relies on methods to visualize data and models in a user friendly and interpretable manner. We show how models consisting of a collection of fuzzy points can be visualized in parallel coordinates. In contrast to existing techniques that display only lines representing centroids or shaded areas showing the general variance of cluster centers, the proposed technique shows the spread of the fuzzy membership in each dimension in detail. This allows for a better interpretation of overlap in fuzzy rules.
  • Keywords
    data visualisation; fuzzy set theory; pattern clustering; exploratory data analysis; fuzzy membership; fuzzy points visualization; fuzzy rules; parallel coordinates; Computer science; Data analysis; Data visualization; Fuzzy logic; Military computing; Multidimensional systems; Principal component analysis; Scattering; Two dimensional displays;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2003.812696
  • Filename
    1203796