• DocumentCode
    253408
  • Title

    Grid based online algorithms for clustering problems

  • Author

    Diveki, Gabriella ; Imreh, Csanad

  • Author_Institution
    Coll. of Appl. Sci., Subotica Tech, Subotica, Serbia
  • fYear
    2014
  • fDate
    19-21 Nov. 2014
  • Firstpage
    159
  • Lastpage
    162
  • Abstract
    In this paper we consider the online variable sized clustering problem in d-dimensional Euclidean spaces where the cost of a cluster depends on the p-th power of its side. The previous results are extended from the model with square cost in 2-dimensional spaces. We determine the competitive ratio of the algorithm GRID in the general case. We show that it is not constant competitive if p <; d and it is 3d-competitive if p≥d. In 2-dimensional space we analyze a more sophisticated algorithm called ShiftGrid and prove that it is 7-competitive for the best choice of its parameter.
  • Keywords
    pattern clustering; 2-dimensional spaces; ShiftGrid; d-dimensional Euclidean spaces; grid based online algorithm; online variable sized clustering problem; Algorithm design and analysis; Clustering algorithms; Computer science; Cost function; Educational institutions; Informatics; Three-dimensional displays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Informatics (CINTI), 2014 IEEE 15th International Symposium on
  • Conference_Location
    Budapest
  • Type

    conf

  • DOI
    10.1109/CINTI.2014.7028668
  • Filename
    7028668