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arXiv 1701.08712cs.ITmath.IT
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一般信源和信道的变长可分辨性

Variable-Length Resolvability for General Sources and Channels

Hideki Yagi, Te Sun Han

摘要:

引入变长源可分解性问题,即给定目标概率分布通过对一个变长均匀随机数进行编码来逼近,并研究了均匀随机数的渐近最小平均长度率,即变长源可分解性.我们首先分析了变长可解性与变分距离作为一个近似测量。接下来,我们研究的情况下,发散作为一个近似措施。当需要渐近精确逼近时,证明了两种逼近测度下的可解性是一致的。然后,我们将分析扩展到通道可分解性的情况,其中目标分布是由于固定的一般源作为输入而通过一般通道的输出分布。所得到的信道可分辨性的表征是完全一般的,在这个意义上,当信道只是身份映射时,表征降低到源可分辨性的一般公式。我们还分析了二阶变长可分解性。

英文摘要:

We introduce the problem of variable-length source resolvability, where a given target probability distribution is approximated by encoding a variable-length uniform random number, and the asymptotically minimum average length rate of the uniform random numbers, called the (variable-length) resolvability, is investigated. We first analyze the variable-length resolvability with the variational distance as an approximation measure. Next, we investigate the case under the divergence as an approximation measure. When the asymptotically exact approximation is required, it is shown that the resolvability under the two kinds of approximation measures coincides. We then extend the analysis to the case of channel resolvability, where the target distribution is the output distribution via a general channel due to the fixed general source as an input. The obtained characterization of the channel resolvability is fully general in the sense that when the channel is just the identity mapping, the characterization reduces to the general formula for the source resolvability. We also analyze the second-order variable-length resolvability.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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