Low density codes achieve the rate-distortion bound

被引:0
|
作者
Martinian, Emin [1 ]
Wainwright, Martin [1 ]
机构
[1] Mitsubishi Elect Res Labs, Cambridge, MA 02139 USA
关键词
D O I
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
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页码:153 / +
页数:2
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