Abstract
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, inchiding 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.
Original language | English |
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Pages (from-to) | 782-790 |
Number of pages | 9 |
Journal | IEEE Transactions on Information Theory |
Volume | 47 |
Issue number | 2 |
DOIs | |
State | Published - Feb 2001 |
Keywords
- Belief propagation
- Expander graph
- Iterative decoding
- Low-density parity-check (LDPC) codes