在任意变化的信道上进行通信的先验预测

Y. Lomnitz, M. Feder
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引用次数: 3

摘要

我们考虑了在未知和任意变化的信道上使用反馈进行通信的问题。本文主要研究输入行为的确定问题,或者更具体地说,确定用于随机生成码本的先验。我们利用通信信道的信息论抽象,将先验设置问题作为一个序列通用预测问题。对于信道是块方向常数的情况,我们证明了使用固定先验的任何系统都可以渐进地接近最佳速率。对于每个符号上的信道可能发生变化的情况,我们将无速率编码方案与先验预测器相结合,并对每个信道序列普遍渐进地逼近平均信道的容量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of priors for communication over arbitrarily varying channels
We consider the problem of communicating over an unknown and arbitrarily varying channel, using feedback. This paper focuses on the problem of determining the input behavior, or more specifically, a prior which is used to randomly generate a codebook. We pose the problem of setting the prior as a sequential universal prediction problem using information theoretic abstractions of the communication channel. For the case where the channel is block-wise constant, we show it is possible to asymptotically approach the best rate that can be attained by any system using a fixed prior. For the case where the channel may change on each symbol, we combine a rateless coding scheme with a prior predictor and asymptotically approach the capacity of the average channel universally for every sequence of channels.
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