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Low Density Codes Achieve theRate-Distortion Bound
Snowbird, Utah March 28-March 30
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/DCC.2006.44Data Compression Conference (DCC'06)
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Emin Martinian, Mitsubishi Electric Research Labs
Martin Wainwright, University of California at Berkeley
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.
Citation:
Emin Martinian, Martin Wainwright, "Low Density Codes Achieve theRate-Distortion Bound," dcc, pp.153-162, Data Compression Conference (DCC'06), 2006
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