• DocumentCode
    1225758
  • Title

    From visual data exploration to visual data mining: a survey

  • Author

    De Oliveira, Maria Cristina Ferreira ; Levkowitz, Haim

  • Author_Institution
    Instituto de Ciencias Matematicas de Sao Carlos, Brazil
  • Volume
    9
  • Issue
    3
  • fYear
    2003
  • Firstpage
    378
  • Lastpage
    394
  • Abstract
    We survey work on the different uses of graphical mapping and interaction techniques for visual data mining of large data sets represented as table data. Basic terminology related to data mining, data sets, and visualization is introduced. Previous work on information visualization is reviewed in light of different categorizations of techniques and systems. The role of interaction techniques is discussed, in addition to work addressing the question of selecting and evaluating visualization techniques. We review some representative work on the use of information visualization techniques in the context of mining data. This includes both visual data exploration and visually expressing the outcome of specific mining algorithms. We also review recent innovative approaches that attempt to integrate visualization into the DM/KDD process, using it to enhance user interaction and comprehension.
  • Keywords
    data mining; interactive systems; reviews; graphical mapping; interaction techniques; table data; user comprehension; user interaction; visual data exploration; visual data mining; Cognitive science; Data mining; Data visualization; Delta modulation; Displays; Feedback; Graphical models; Helium; Terminology; Visual databases;
  • fLanguage
    English
  • Journal_Title
    Visualization and Computer Graphics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1077-2626
  • Type

    jour

  • DOI
    10.1109/TVCG.2003.1207445
  • Filename
    1207445