• DocumentCode
    639927
  • Title

    Entropy bounds for discrete random variables via coupling

  • Author

    Sason, Igal

  • Author_Institution
    Dept. of Electr. Eng., Technion - Israel Inst. of Technolgy, Haifa, Israel
  • fYear
    2013
  • fDate
    7-12 July 2013
  • Firstpage
    414
  • Lastpage
    418
  • Abstract
    This work provides new bounds on the difference between the entropies of two discrete random variables in terms of the local and total variation distances between their probability mass functions. The derivation of the bounds relies on maximal couplings, and the bounds apply to discrete random variables which are defined over finite or countably infinite alphabets. Loosened versions of these bounds are demonstrated to reproduce some previously reported results. The use of the new entropy bounds is exemplified for the Poisson approximation, where bounds on the local and total variation distances follow from Stein´s method. The full paper version for this work is available at http://arxiv.org/abs/1209.5259.
  • Keywords
    Poisson equation; approximation theory; entropy; Poisson approximation; Stein method; discrete random variables; entropy bounds; maximal couplings; probability mass functions; total variation distances; Approximation methods; Couplings; Digital TV; Entropy; Information theory; Random variables; Upper bound; Entropy; Poisson approximation; Stein´s method; local distance; maximal coupling; total variation distance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
  • Conference_Location
    Istanbul
  • ISSN
    2157-8095
  • Type

    conf

  • DOI
    10.1109/ISIT.2013.6620259
  • Filename
    6620259