DocumentCode
1311691
Title
Improved Source Coding Exponents via Witsenhausen´s Rate
Author
Kelly, Benjamin G. ; Wagner, Aaron B.
Author_Institution
Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
Volume
57
Issue
9
fYear
2011
Firstpage
5615
Lastpage
5633
Abstract
We provide a novel upper-bound on Witsenhausen´s rate, the rate required in the zero-error analogue of the Slepian-Wolf problem. Our bound is given in terms of a new information-theoretic functional defined on a certain graph and is derived by upper bounding complementary graph entropy. We use the functional, along with graph entropy, to give a single letter lower-bound on the error exponent for the Slepian-Wolf problem under the vanishing error probability criterion, where the decoder has full (i.e., unencoded) side information. We demonstrate that our error exponent can beat the “expurgated” source-coding exponent of Csiszár and Körner for some sources that have zeroes in the “channel” matrix connecting the source with the side information. An extension of our scheme to the lossy case (i.e., Wyner-Ziv) is given. For the case in which the side information is a deterministic function of the source, the exponent of our improved scheme agrees with the sphere-packing bound exactly (thus determining the reliability function). An application of our functional to zero-error channel capacity is also given.
Keywords
error statistics; graph theory; matrix algebra; source coding; Slepian-Wolf problem; Witsenhausen rate; Wyner-Ziv lossy case; channel matrix; error exponent; error probability criterion; information-theoretic function; reliability function; source coding exponents; sphere-packing; upper bounding complementary graph entropy; zero-error channel capacity; Color; Decoding; Entropy; Error probability; Markov processes; Source coding; Upper bound; Complementary graph entropy; Slepian–Wolf; Witsenhausen´s rate; Wyner–Ziv; error exponents; graph entropy; side information; source coding;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2011.2162178
Filename
6006608
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