提高有限块长度信道编码逆界的输出分布

O. Kosut
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引用次数: 2

摘要

研究了有限块长度条件下的点对点信道编码。许多现有的逆界涉及对通道输出的分布进行优化。本文提供了一种生成良好(如果不是最优)输出分布的方法。特别地,给定任何候选输出分布,给出了一个“增强”过程,该过程构造了一个新的分布,该分布改进了由散度谱导出的逆界。对于离散的无记忆信道,结果表明,在此过程中,使用i.i.d容量实现输出分布作为初始猜测,可以得到足够好的输出分布,可以推导出大多数信道的三阶编码率。然后将有限块长度边界应用于Z通道。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Boosting output distributions in finite blocklength channel coding converse bounds
Point-to-point channel coding is studied in the finite blocklength regime. Many existing converse bounds involve an optimization over a distribution on the channel output. This paper provides a method for generating good, if not optimal, output distributions. In particular, given any candidate output distribution, a “boosting” procedure is given that constructs a new distribution which improves the converse bound derived from the divergence spectrum. For discrete memoryless channels, it is shown that using the i.i.d. capacity-achieving output distribution as an initial guess in this procedure results in an output distribution that is good enough to derive the third-order coding rate for most channels. The finite blocklengths bounds are then applied to the Z channel.
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