Title :
The benefit of thresholding in LP decoding of LDPC codes
Author :
Feldman, Jon ; Koetter, Ralf ; Vontobel, Pascal O.
Author_Institution :
Dept. of Ind. Eng. & Oper. Res., Columbia Univ., New York, NY
Abstract :
Consider data transmission over a binary-input additive white Gaussian noise channel using a binary low-density parity-check code. We ask the following question: Given a decoder that takes log-likelihood ratios as input, does it help to modify the log-likelihood ratios before decoding? If we use an optimal decoder then it is clear that modifying the log-likelihoods cannot possibly help the decoder\´s performance, and so the answer is "no." However, for a suboptimal decoder like the linear programming decoder, the answer might be "yes": In this paper we prove that for certain interesting classes of low-density parity-check codes and large enough SNRs, it is advantageous to truncate the log-likelihood ratios before passing them to the linear programming decoder
Keywords :
AWGN channels; binary codes; data communication; decoding; linear programming; parity check codes; LDPC codes; LP decoding; binary low-density parity-check code; binary-input additive white Gaussian noise channel; data transmission; linear programming decoder; log-likelihood ratios; Additive white noise; Binary phase shift keying; Data communication; Industrial engineering; Iterative decoding; Linear programming; Maximum likelihood decoding; Operations research; Parity check codes; Random variables;
Conference_Titel :
Information Theory, 2005. ISIT 2005. Proceedings. International Symposium on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-9151-9
DOI :
10.1109/ISIT.2005.1523344