Typical performance of Gallager-type error-correcting codes

被引:58
作者
Kabashima, Y [1 ]
Murayama, T
Saad, D
机构
[1] Tokyo Inst Technol, Dept Computat Intelligence & Syst Sci, Yokohama, Kanagawa 2268502, Japan
[2] Aston Univ, Neural Comp Res Grp, Birmingham B4 7ET, W Midlands, England
关键词
D O I
10.1103/PhysRevLett.84.1355
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The performance of Gallager's error-correcting code is investigated via methods of statistical physics. In this approach, the transmitted codeword comprises products of the original message bits selected by two randomly constructed sparse matrices; the number of nonzero row/column elements in these matrices constitutes a family of codes. We show that Shannon's channel capacity is saturated for many of the codes while slightly lower performance is obtained for others which may be of higher practical relevance. Decoding aspects are considered by employing the Thouless-Anderson-Palmer approach which is identical to the commonly used belief-propagation-based decoding.
引用
收藏
页码:1355 / 1358
页数:4
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