• DocumentCode
    3069189
  • Title

    An Interactive Bio-inspired Approach to Clustering and Visualizing Datasets

  • Author

    Erra, Ugo ; Frola, Bernardino ; Scarano, Vittorio

  • Author_Institution
    Dipt. di Mat. e Inf., Univ. della Basilicata, Potenza, Italy
  • fYear
    2011
  • fDate
    13-15 July 2011
  • Firstpage
    440
  • Lastpage
    447
  • Abstract
    In this work, we present an interactive visual clustering approach for the exploration and analysis of datasets using the computational power of Graphics Processor Units (GPUs). The visualization is based on a collective behavioral model that enables cognitive amplification of information visualization. In this way, the workload of understanding the representation of information moves from the cognitive to the perceptual system. The results enable a more intuitive, interactive approach to the discovery of knowledge. The paper illustrates this behavioral model for clustering data, and applies it to the visualization of a number of real and synthetic datasets.
  • Keywords
    behavioural sciences computing; computer graphic equipment; coprocessors; data visualisation; pattern clustering; GPU; clustering data sets; cognitive amplification; graphics processor units; information visualization; interactive bioinspired approach; interactive visual clustering approach; synthetic datasets; visualizing datasets; Clustering algorithms; Computational modeling; Data visualization; Force; Graphics processing unit; Mice; Three dimensional displays; GPU; behavioral model; highdimensional datasets; visual clustering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Visualisation (IV), 2011 15th International Conference on
  • Conference_Location
    London
  • ISSN
    1550-6037
  • Print_ISBN
    978-1-4577-0868-8
  • Type

    conf

  • DOI
    10.1109/IV.2011.16
  • Filename
    6004080