DocumentCode :
3420803
Title :
Low density codes achieve the rate-distortion bound
Author :
Martinian, Emin ; Wainwright, Martin
Author_Institution :
Mitsubishi Electr. Res. Labs., Cambridge, MA, USA
fYear :
2006
fDate :
28-30 March 2006
Firstpage :
153
Lastpage :
162
Abstract :
We propose a new construction for low-density source codes with multiple parameters that can be tuned to optimize the performance of the code. In addition, we introduce a set of analysis techniques for deriving upper bounds for the expected distortion of our construction, as well as more general low-density constructions. We show that (with an optimal encoding algorithm) our codes achieve the rate-distortion bound for a binary symmetric source and Hamming distortion. Our methods also provide rigorous upper bounds on the minimum distortion achievable by previously proposed low-density constructions.
Keywords :
Hamming codes; binary codes; parity check codes; rate distortion theory; source coding; Hamming distortion; binary symmetric source; expected distortion; low-density source codes; optimal encoding algorithm; rate-distortion bound; Channel capacity; Channel coding; Decoding; Entropy; Parity check codes; Propagation losses; Quantization; Rate-distortion; Source coding; Upper bound;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Compression Conference, 2006. DCC 2006. Proceedings
ISSN :
1068-0314
Print_ISBN :
0-7695-2545-8
Type :
conf
DOI :
10.1109/DCC.2006.44
Filename :
1607250
Link To Document :
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