提取二进制字符串三元组的互信息

Andrei E. Romashchenko
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引用次数: 14

摘要

我们说,如果存在一个字符串d,使得a, b, c在给定d的情况下是独立的,并且d对字符串a, b, c都是简单的条件,则可以提取三元二进制字符串a, b, c的互信息。这是著名的Gacs-Korner(1973)对一对二进制字符串互信息可提取性的定义的类比。我们证明了(相对于两个字符串的情况)存在一个关于包含a, b, c的复杂度的三元组a, b, c的互信息可提取的准则。粗略地说,当且仅当条件互信息I(a:b|c), I(a:c|b), I(b:c|a)是可忽略的,a, b, c之间的互信息可以被提取。我们对主要结果的证明是基于一个非shannon -type信息不等式,它是最近发现的Zhang-Yeung不等式的推广。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Extracting the mutual information for a triple of binary strings
We say that the mutual information of a triple of binary strings a, b, c can be extracted if there exists a string d such that a, b, and c are independent given d, and d is simple conditional to each of the strings a, b, c. This is an analog of the well-known Gacs-Korner (1973) definition of extrability of the mutual information for a pair of binary strings. We prove that (in contrast to the case of two strings) there exists a criterion of extrability of the mutual information for a triple a, b, c in terms of complexities involving a, b, c. Roughly speaking, the mutual information between a, b, c can be extracted if and only if the conditional mutual informations I(a:b|c), I(a:c|b), I(b:c|a) are negligible. Our proof of the main result is based on a nonShannon-type information inequality, which is a generalization of the recently discovered Zhang-Yeung inequality.
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