• DocumentCode
    2876080
  • Title

    Fast and Easy Computation of Approximate Smallest Enclosing Balls

  • Author

    Martinetz, Thomas ; Mamlouk, Amir Madany ; Mota, Cicero

  • Author_Institution
    Inst. for Neuro- & Biomformatics, Lubeck Univ.
  • fYear
    2006
  • fDate
    8-11 Oct. 2006
  • Firstpage
    163
  • Lastpage
    170
  • Abstract
    The incremental Badoiu-Clarkson algorithm finds the smallest ball enclosing n points in d dimensions with at least O(1/radict) precision, after t iteration steps. The extremely simple incremental step of the algorithm makes it very attractive both for theoreticians and practitioners. A simplified proof for this convergence is given. This proof allows to show that the precision increases, in fact, even as O(u/t) with the number of iteration steps. Computer experiments, but not yet a proof, suggest that the u, which depends only on the data instance, is actually bounded by min{radic2d, radic2n}. If it holds, then the algorithm finds the smallest enclosing ball with epsi precision in at most 0(ndradic/dm/epsi) time, with dm = min{d, n}
  • Keywords
    computational complexity; computational geometry; Badoiu-Clarkson algorithm; computational geometry; smallest enclosing ball; Approximation algorithms; Bioinformatics; Computational geometry; Convergence; Face detection; Iterative algorithms; Pattern recognition; Polynomials; Support vector machine classification; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Graphics and Image Processing, 2006. SIBGRAPI '06. 19th Brazilian Symposium on
  • Conference_Location
    Manaus
  • ISSN
    1530-1834
  • Print_ISBN
    0-7695-2686-1
  • Type

    conf

  • DOI
    10.1109/SIBGRAPI.2006.20
  • Filename
    4027064