• DocumentCode
    2261291
  • Title

    Sequential clustering by loopy belief propagation

  • Author

    Ott, Thomas ; Dauwels, Justin ; Stoop, Ruedi

  • Author_Institution
    Inst. of Neuroinformatics, ETH/UNIZH, Zurich, Switzerland
  • Volume
    3
  • fYear
    2005
  • fDate
    28 Aug.-2 Sept. 2005
  • Abstract
    In this contribution we exploit the potential of belief propagation in connection with sequential superparamagnetic clustering. We first give a short overview of the methods and concepts used and show how to combine them. We finally discuss some implementation issues, problems and possible advantages in comparison with Markov chain Monte Carlo methods by means of a toy system.
  • Keywords
    Markov processes; Monte Carlo methods; belief networks; pattern clustering; statistical analysis; Markov chain Monte Carlo method; loopy belief propagation; sequential clustering; superparamagnetics; toy system; Belief propagation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuit Theory and Design, 2005. Proceedings of the 2005 European Conference on
  • Print_ISBN
    0-7803-9066-0
  • Type

    conf

  • DOI
    10.1109/ECCTD.2005.1523119
  • Filename
    1523119