在线(因果)二元信道容量的表征

Zitan Chen, S. Jaggi, M. Langberg
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引用次数: 27

摘要

在二进制在线(或“因果”)信道编码模型中,发送方希望通过限制在最多pn损坏的信道一点点地传输码字x = (x1,…,xn)∈{0,1}n来与接收方通信。信道“在线”的意思是,在通信的第i步,信道根据迄今为止的视图决定是否损坏第i位,也就是说,它的决定仅取决于传输的比特数(x1,…,xi)。这与经典的对抗性信道形成对比,在对抗性信道中,错误是由一个完全知道传输码字x的信道选择的。在这项工作中,我们研究了两种损坏模型下二进制在线信道的容量:比特翻转模型,其中信道最多可以翻转传输码字的pn位,以及擦除模型,其中信道最多可以擦除传输码字的pn位。具体来说,对于这两种误差模型,我们给出了容量作为p函数的完整表征。在线通道(在位翻转和擦除情况下)已经看到了许多最近的研究,这些研究给出了其容量的上限和下限。在这项工作中,我们提出并分析了一种编码方案,该方案改进了先前建议的下界,并匹配了先前建议的上界,从而暗示了严格的表征。
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A Characterization of the Capacity of Online (causal) Binary Channels
In the binary online (or "causal") channel coding model, a sender wishes to communicate a message to a receiver by transmitting a codeword x = (x1,...,xn) ∈ {0,1}n bit by bit via a channel limited to at most pn corruptions. The channel is "online" in the sense that at the ith step of communication the channel decides whether to corrupt the ith bit or not based on its view so far, i.e., its decision depends only on the transmitted bits (x1,...,xi). This is in contrast to the classical adversarial channel in which the error is chosen by a channel that has full knowledge of the transmitted codeword x. In this work we study the capacity of binary online channels for two corruption models: the bit-flip model in which the channel may flip at most pn of the bits of the transmitted codeword, and the erasure model in which the channel may erase at most pn bits of the transmitted codeword. Specifically, for both error models we give a full characterization of the capacity as a function of p. The online channel (in both the bit-flip and erasure case) has seen a number of recent studies which present both upper and lower bounds on its capacity. In this work, we present and analyze a coding scheme that improves on the previously suggested lower bounds and matches the previously suggested upper bounds thus implying a tight characterization.
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