基于扩展器的高效可解码代码结构

V. Guruswami, P. Indyk
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引用次数: 116

摘要

我们提出了几种新的代码结构,它们共享使用扩展器(或类似扩展器)图作为组件的共同思路。扩展器能够设计有效的解码算法,通过各种形式的“投票”程序纠正大量错误。我们考虑了唯一译码和列表译码的概念,并且在所有情况下都获得了可译码到“最大”可能半径的渐近好的代码,并且:(a)实现与以前最知名的代码相似的速率,但具有显着更快的算法,或者(b)实现比任何先前具有类似纠错特性的结构更好的速率。我们的主要成果包括:i)在恒定大小的字母表上,速率/spl Omega/(/spl epsi//sup 2/)的代码可以在二次时间内从(1-/spl epsi/)错误中列出解码;ii)码率/spl Omega/(/spl epsi/)在恒定大小的字母表上,可以在近线性时间内从(1/2-/spl epsi/)错误中唯一解码(这与具有更快算法的ag代码相匹配);iii)线性时间可编码和可解码的二进制码的正率(实际上,率/spl Omega/(/spl epsi//sup 2/)),可以纠正高达(1/4-/spl epsi/)分数错误。
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Expander-based constructions of efficiently decodable codes
We present several novel constructions of codes which share the common thread of using expander (or expander-like) graphs as a component. The expanders enable the design of efficient decoding algorithms that correct a large number of errors through various forms of "voting" procedures. We consider both the notions of unique and list decoding, and in all cases obtain asymptotically good codes which are decodable up to a "maximum" possible radius and either: (a) achieve a similar rate as the previously best known codes but come with significantly faster algorithms, or (b) achieve a rate better than any prior construction with similar error-correction properties. Among our main results are: i) codes of rate /spl Omega/(/spl epsi//sup 2/) over constant-sized alphabet that can be list decoded in quadratic time from (1-/spl epsi/) errors; ii) codes of rate /spl Omega/(/spl epsi/) over constant-sized alphabet that can be uniquely decoded from (1/2-/spl epsi/) errors in near-linear time (this matches AG-codes with much faster algorithms); iii) linear-time encodable and decodable binary codes of positive rate (in fact, rate /spl Omega/(/spl epsi//sup 2/)) that can correct up to (1/4-/spl epsi/) fraction errors.
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