DocumentCode :
838970
Title :
Source Coding With Limited-Look-Ahead Side Information at the Decoder
Author :
Weissman, Tsachy ; El Gamal, Abbas
Author_Institution :
Dept. of Electr. Eng., Stanford Univ., Stanford, CA, USA
Volume :
52
Issue :
12
fYear :
2006
Firstpage :
5218
Lastpage :
5239
Abstract :
We characterize the rate distortion function for the source coding with decoder side information setting when the ith reconstruction symbol is allowed to depend only on the first i+lscr side information symbols, for some finite look-ahead lscr, in addition to the index from the encoder. For the case of causal side information, i.e., lscr=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 lscr>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 finite side information looka-head, and have some surprising implications. We find that side information is useless for any fixed lscr when the joint probability mass function (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 look-ahead is allowed to grow faster than logarithmic in the block length, 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 look-ahead.
Keywords :
channel capacity; channel coding; decoding; graph theory; probability; rate distortion theory; source coding; PMF; Slepian-Wolf source coding; Wyner-Ziv rate distortion function; bipartite graph; channel capacity; decoder; encoder; infinite-letter expression; joint probability mass function; limited-look-ahead side information; reconstruction symbol; Bipartite graph; Channel capacity; Decoding; Delay; Distortion measurement; Engineering profession; Information theory; Mutual information; Rate-distortion; Source coding; Causal source codes; Gel´fand–Pinsker channel; Slepian–Wolf coding; Wyner–Ziv coding; delay-constrained coding; rate distortion function;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2006.885500
Filename :
4016321
Link To Document :
بازگشت