Low-density parity-check codesby: R Gallager
Information Theory, IEEE Transactions on, Vol. 8, No. 1. (1962), pp. 21-28.
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摘要A low-density parity-check code is a code specified by a parity-check matrix with the following properties: each column contains a small fixed number<tex>j geq 3</tex>of l's and each row contains a small fixed number<tex>k > j</tex>of l's. The typical minimum distance of these codes increases linearly with block length for a fixed rate and fixed<tex>j</tex>. When used with maximum likelihood decoding on a sufficiently quiet binary-input symmetric channel, the typical probability of decoding error decreases exponentially with block length for a fixed rate and fixed<tex>j</tex>. A simple but nonoptimum decoding scheme operating directly from the channel a posteriori probabilities is described. Both the equipment complexity and the data-handling capacity in bits per second of this decoder increase approximately linearly with block length. For<tex>j > 3</tex>and a sufficiently low rate, the probability of error using this decoder on a binary symmetric channel is shown to decrease at least exponentially with a root of the block length. Some experimental results show that the actual probability of decoding error is much smaller than this theoretical bound.
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