Expander graph arguments for message-passing algorithms

被引:64
|
作者
Burshtein, D [1 ]
Miller, G [1 ]
机构
[1] Tel Aviv Univ, Dept Elect Engn Syst, IL-69978 Tel Aviv, Israel
关键词
belief propagation; expander graph; iterative decoding; low-density parity-check (LDPC) codes;
D O I
10.1109/18.910588
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 show how expander-based arguments may be used to prove that message-passing algorithms can correct a linear number of erroneous messages. The implication of this result is that when the block length is sufficiently large, once a message-passing algorithm has corrected a sufficiently large fraction of the errors, it will eventually correct all errors. This result is then combined with known results on the ability of message-passing algorithms to reduce the number of errors to an arbitrarily small fraction for relatively high transmission rates. The results hold for various message-passing algorithms, including Gallager's hard-decision and soft-decision (with clipping) decoding algorithms, Our results assume low-density parity-check (LDPC) codes based on an irregular bipartite graph.
引用
收藏
页码:782 / 790
页数:9
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