Spatially-coupled codes for side-information problems

Information Theory(2014)

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摘要
For compound LDGM/LDPC codes with maximum a posteriori (MAP) processing, Wainwright and Martinian showed that the information-theoretic rate regions of the Wyner-Ziv (WZ) and Gelfand-Pinsker (GP) problems are achievable. For the same ensemble, these rates do not appear to be achievable with message-passing guided decimation (GD). Fortunately, spatially-coupled (SC) codes seem to provide an elegant remedy when iterative decoding falls short of MAP decoding. In particular, Aref et al. recently introduced SC LDGM codes that approach the rate-distortion region with belief-propagation guided decimation (BPGD). In this paper, we show that SC compound LDGM/LDPC codes with BPGD can approach the rate regions of the WZ and GP problems.
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关键词
iterative decoding,message passing,parity check codes,rate distortion theory,Gelfand-Pinsker problems,MAP decoding,SC LDGM codes,SC compound LDGM/LDPC codes,Wyner-Ziv problems,belief-propagation guided decimation,information-theoretic rate regions,iterative decoding,maximum a posteriori processing,message-passing guided decimation,rate-distortion region,side-information problems,spatially-coupled codes,Belief-propagation,LDGM codes,LDPC codes,channel coding,convolutional LDPC codes,rate distortion
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