• DocumentCode
    890298
  • Title

    Source Coding With Feed-Forward: Rate-Distortion Theorems and Error Exponents for a General Source

  • Author

    Venkataramanan, Ramji ; Pradhan, S. Sandeep

  • Author_Institution
    Univ. of Michigan, Ann Arbor
  • Volume
    53
  • Issue
    6
  • fYear
    2007
  • fDate
    6/1/2007 12:00:00 AM
  • Firstpage
    2154
  • Lastpage
    2179
  • Abstract
    In this work, we consider a source coding model with feed-forward. We analyze a system with a noiseless, feed-forward link where the decoder has knowledge of all previous source samples while reconstructing the present sample. The rate-distortion function for an arbitrary source with feed-forward is derived in terms of directed information, a variant of mutual information. We further investigate the nature of the rate-distortion function with feed-forward for two common types of sources- discrete memory- less sources and Gaussian sources. We then characterize the error exponent for a general source with feed-forward. The results are then extended to feed-forward with an arbitrary delay larger than the block length.
  • Keywords
    decoding; memoryless systems; rate distortion theory; source coding; Gaussian sources; decoder; directed information; discrete memoryless sources; error exponents; mutual information; noiseless feedforward link; rate distortion theorems; source coding; Decoding; Delay; Feedforward systems; Information resources; Information theory; Mutual information; Random processes; Rate-distortion; Sensor phenomena and characterization; Source coding; Directed Information; random coding; real-time reconstruction; side information; source coding with feed-forward;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2007.896887
  • Filename
    4215152