• DocumentCode
    2024629
  • Title

    Exact solution for the conditional entropy of Poissonian LDPC codes over the Binary Erasure Channel

  • Author

    Korada, S.B. ; Kudekar, S. ; Macris, N.

  • Author_Institution
    Sch. of Comput. & Commun. Sci., Ecole Tech. Fed. de Lausanne, Lausanne
  • fYear
    2007
  • fDate
    24-29 June 2007
  • Firstpage
    1016
  • Lastpage
    1020
  • Abstract
    We consider communication over a binary erasure channel with low density parity check codes and optimal maximum a posteriori decoding. It is known that the problem of computing the average conditional entropy, over such code ensembles, in the asymptotic limit of large block length is closely related to computing the free energy of a mean field spin glass in the thermodynamic limit. Tentative, but explicit, formulas for these quantities have been derived thanks to the replica method (of spin glass theory) and are generally conjectured to be exact. In this contribution we show that the replica formulas are indeed exact in the case of Poissonian low density parity check ensembles. Our methods use ideas coming from the recent progress in the rigorous analysis of the Sherrington-Kirkpatrick model and their applications to the theory of error correcting codes.
  • Keywords
    decoding; entropy codes; error correction codes; parity check codes; stochastic processes; Poissonian LDPC codes; Poissonian low density parity check ensembles; Sherrington-Kirkpatrick model; average conditional entropy; binary erasure channel; code ensembles; decoding; error correcting codes; large block length; low density parity check codes; mean field spin glass; replica formulas; rigorous analysis; spin glass theory; thermodynamic limit; Belief propagation; Decoding; Entropy; Error correction codes; Glass; Interpolation; Linear code; Message passing; Parity check codes; Thermodynamics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory, 2007. ISIT 2007. IEEE International Symposium on
  • Conference_Location
    Nice
  • Print_ISBN
    978-1-4244-1397-3
  • Type

    conf

  • DOI
    10.1109/ISIT.2007.4557357
  • Filename
    4557357