DocumentCode :
65661
Title :
Source Coding When the Side Information May Be Delayed
Author :
Simeone, Osvaldo ; Permuter, Haim H.
Author_Institution :
Dept. of Electr. & Comput. Eng., New Jersey Inst. of Technol., Newark, NJ, USA
Volume :
59
Issue :
6
fYear :
2013
fDate :
Jun-13
Firstpage :
3607
Lastpage :
3618
Abstract :
For memoryless sources, delayed side information at the decoder does not improve the rate-distortion function. However, this is not the case for sources with memory, as demonstrated by a number of works focusing on the special case of (delayed) feedforward. In this paper, a setting is studied in which the encoder is potentially uncertain about the delay with which measurements of the side information, which is available at the encoder, are acquired at the decoder. Assuming a hidden Markov model for the source sequences, at first, a single-letter characterization is given for the setup where the side information delay is arbitrary and known at the encoder, and the reconstruction at the destination is required to be asymptotically lossless. Then, with delay equal to zero or one source symbol, a single-letter characterization of the rate-distortion region is given for the case where, unbeknownst to the encoder, the side information may be delayed or not. Finally, examples for binary and Gaussian sources are provided.
Keywords :
Gaussian processes; hidden Markov models; source coding; Gaussian sources; binary sources; encoder; hidden Markov model; memoryless sources; rate-distortion function; rate-distortion region; side information delay; single-letter characterization; source coding; Decoding; Delay; Feedforward neural networks; Hidden Markov models; Rate-distortion; Receivers; Source coding; Causal conditioning; Markov Gaussian process; hidden Markov model; multiplexing; rate-distortion function; strictly causal side information;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2013.2248192
Filename :
6468092
Link To Document :
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