• DocumentCode
    2949134
  • Title

    Source Coding with Limited Side Information Lookahead at the Decoder

  • Author

    El Gamal, Abbas ; Weissman, Tsachy

  • Author_Institution
    Dept. of Electr. Eng., Stanford Univ., CA
  • fYear
    2006
  • fDate
    9-14 July 2006
  • Firstpage
    2441
  • Lastpage
    2445
  • Abstract
    We characterize the rate distortion function for the source coding with decoder side information setting when the i-th reconstruction symbol is allowed to depend only on the first i + d side information symbols, for some finite lookahead d, in addition to the index from the encoder. For the case of causal side information, i.e., d = 0, we find that the penalty of causality is the omission of the subtracted mutual information term in the Wyner-Ziv rate distortion function. For d > 0, we derive a computable "infinite-letter" expression for the rate distortion function. When specialized to the near-lossless case, our results characterize the best achievable rate for the Slepian-Wolf source coding problem with limited side information lookahead, and have some surprising implications. We find that side information is useless for any fixed d when the joint PMF of the source and side information satisfies the positivity condition P(x,y) > 0 for all (x,y). More generally, the optimal rate depends on the distribution of the pair X, Y only through the distribution of X and the bipartite graph whose edges represent the pairs x,y for which P(x,y) > 0. On the other hand, if side information lookahead dn is allowed to grow faster than logarithmic in the block length n, then H(X|Y) is achievable. Finally, we apply our approach to derive a computable expression for channel capacity when state information is available at the encoder with limited lookahead
  • Keywords
    channel capacity; combined source-channel coding; decoding; Slepian-Wolf source coding; Wyner-Ziv rate distortion function; channel capacity; decoder; limited side information lookahead; source coding; Bipartite graph; Channel coding; Decoding; Delay; Mutual information; Noise reduction; Rate-distortion; Source coding; Target tracking; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory, 2006 IEEE International Symposium on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    1-4244-0505-X
  • Electronic_ISBN
    1-4244-0504-1
  • Type

    conf

  • DOI
    10.1109/ISIT.2006.262048
  • Filename
    4036409