avc什么时候可以使用大代码?

Xishi Wang, Amitalok J. Budkuley, Andrej Bogdanov, S. Jaggi
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引用次数: 13

摘要

我们研究了一个通用的全知任意变化信道(AVC)问题,其中Alice希望通过向信道输入长度为n的向量x来向接收者Bob传递消息。干扰者James观察x,并作为x的函数选择一个状态序列s。Bob观察y(这样通道输入和输出在组件上是相关的,对于某些确定性函数w(.,.), yi = w(xi,si)),他必须从中准确估计m。输入约束和状态约束分别决定了Alice和James的可行输入x和s。在这项工作中,我们描述了何时有可能达到正通信速率。我们首先证明了任何这样的AVC的容量完全依赖于混淆集和完全正自耦合集之间的关系(两者都是某些单字母概率分布的凸集)。我们的主要结果为容量正性提供了基本匹配的充分必要条件;我们证明了当给定AVC的混淆集外存在完全正自耦合时,AVC的零误差容量是正的;如果所有的完全正自耦合都在这个混淆集的内部,则AVC容量为零。我们的可实现性使用了一种新的基于完全正自耦合的代码结构,称为云代码,它是所有已知的Gilbert-Varshamov (GV)类型代码的严格泛化。我们的反向是基于ramsey理论的思想,利用关于完全正矩阵和共生矩阵对偶性的已知结果对Plotkin界的推广,以及对某些随机变量序列不存在的傅立叶解析证明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
When are large codes possible for AVCs?
We study a general Omniscient Arbitrarily Varying Channel (AVC) problem where Alice wishes to communicate a message to receiver Bob by inputting a length-n vector x to a channel. Jammer James observes x, and as a function of x chooses a state sequence s. Bob observes y (such that channel inputs and outputs are related component-wise as yi = w(xi,si) for some deterministic function w(.,.)) from which he must estimate m with no error. Input and state constraints determine feasible inputs x and s for Alice and James respectively. In this work we characterize when a positive communication rate is possible.We first show that the capacity of any such AVC completely depends upon the relationship between a confusability set, and the set of completely-positive-self-couplings (both are convex sets of certain single-letter probability distributions). Our main result provides essentially matching necessary and sufficient conditions for capacity positivity; we show that the zero-error capacity of an AVC is positive if there are completely-positive-self-couplings outside the confusability set of the given AVC; and that the AVC capacity is zero if all completely-positive-self couplings are in the interior of this confusability set. Our achievability uses a novel code construction based on completely-positive-self-couplings called cloud codes which are strict generalizations of all known Gilbert-Varshamov (GV) type codes. Our converse is based upon Ramsey-theoretic ideas, a generalization of the Plotkin bound leveraging a known result on the duality of completely positive matrices and copositive matrices, and a Fourier-analytic proof of the non-existence of certain sequences of random variables.
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