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research article

Improved low-density parity-check codes using irregular graphs

Luby, M. G.
•
Mitzenmacher, M.
•
Shokrollahi, M. A.  
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2001
IEEE Transactions on Information Theory

We construct new families of error-correcting codes based on Gallager's (1973) low-density parity-check codes. We improve on Gallager's results by introducing irregular parity-check matrices and a new rigorous analysis of hard-decision decoding of these codes. We also provide efficient methods for finding good irregular structures for such decoding algorithms. Our rigorous analysis based on martingales, our methodology for constructing good irregular codes, and the demonstration that irregular structure improves performance constitute key points of our contribution. We also consider irregular codes under belief propagation. We report the results of experiments testing the efficacy of irregular codes on both binary-symmetric and Gaussian channels. For example, using belief propagation, for rate 1/4 codes on 16000 bits over a binary-symmetric channel, previous low-density parity-check codes can correct up to approximately 16% errors, while our codes correct over 17%. In some cases our results come very close to reported results for turbo codes, suggesting that variations of irregular low density parity-check codes may be able to match or beat turbo code performance

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Type
research article
DOI
10.1109/18.910576
Author(s)
Luby, M. G.
Mitzenmacher, M.
Shokrollahi, M. A.  
Spielman, D. A.
Date Issued

2001

Published in
IEEE Transactions on Information Theory
Volume

47

Issue

2

Start page

619

End page

637

Subjects

algoweb_ldpc

Editorial or Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
ALGO  
Available on Infoscience
January 16, 2007
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/239475
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