• DocumentCode
    2299087
  • Title

    Generalized Statistics Framework for Rate Distortion Theory

  • Author

    Venkatesan, R.C.

  • Author_Institution
    Syst. Res. Corp., Pune
  • fYear
    2007
  • fDate
    27-29 March 2007
  • Firstpage
    402
  • Lastpage
    402
  • Abstract
    A statistical physics analysis for the variational problem encountered in rate distortion (RD) theory and the information bottleneck (IB) method, derived within the generalized nonextensive statistics framework of Tsallis, is presented. The governing equations of the alternate minimization algorithm for the generalized Bergman RD (GBRD) model are described.
  • Keywords
    minimisation; rate distortion theory; statistical analysis; variational techniques; generalized Bergman RD model; generalized nonextensive statistics framework; information bottleneck method; minimization algorithm; rate distortion theory; statistical physics analysis; variational problem; Contracts; Data compression; Equations; Information analysis; Minimization methods; Physics; Rate distortion theory; Rate-distortion; Statistical analysis; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Compression Conference, 2007. DCC '07
  • Conference_Location
    Snowbird, UT
  • ISSN
    1068-0314
  • Print_ISBN
    0-7695-2791-4
  • Type

    conf

  • DOI
    10.1109/DCC.2007.41
  • Filename
    4148803