DocumentCode :
3608048
Title :
Universal Quantization for Separate Encodings and Joint Decoding of Correlated Sources
Author :
Reani, Avraham ; Merhav, Neri
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Volume :
61
Issue :
12
fYear :
2015
Firstpage :
6465
Lastpage :
6474
Abstract :
We consider the multi-user lossy source-coding problem for continuous alphabet sources. In a previous work, Ziv proposed a single-user universal coding scheme which uses uniform quantization with dither, followed by a lossless source encoder (entropy coder). In this paper, we generalize Ziv´s scheme to the multi-user setting. For this generalized universal scheme, upper bounds are derived on the redundancies, defined as the differences between the actual rates and the closest corresponding rates on the boundary of the rate region. For the mean-square error distortion measure, it is shown that this scheme can achieve redundancies of no more than 0.754 b per sample for each user. These bounds are obtained without the knowledge of the multi-user rate region, which is an open problem in general. As a direct consequence of these results, the inner and outer bounds on the rate-distortion achievable region are obtained.
Keywords :
codecs; decoding; entropy codes; mean square error methods; quantisation (signal); source coding; Ziv scheme; continuous alphabet sources; correlated sources; decoding; encodings; entropy coder; lossless source encoder; mean-square error distortion; multiuser lossy source-coding problem; rate distortion; universal coding scheme; universal quantization; Decoding; Distortion; Optimized production technology; Redundancy; Source coding; Upper bound; Dithered quantization; Multi-terminal source coding; Scalar quantization; Slepian- Wolf coding; Slepian-Wolf coding; Universal source coding; dithered quantization; scalar quantization; universal source coding;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2015.2489203
Filename :
7295609
Link To Document :
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