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Lossless Data Compression Rate: Asymptotics and Non-Asymptotics

机译:无损数据压缩率:渐近性和非渐近学

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This paper considers the distribution of the optimum rate of fixed-to-variable lossless compression. It shows that in the non-asymptotic regime the fundamental limits of fixed-to-variable lossless compression with and without prefix constraints are tightly coupled. In addition to bounds in terms of the source information spectrum, it also gives an exact analysis of the fundamental limit for arbitrary sources. Gaussian approximations to the distribution of the optimum rate, and the concept of source dispersion are also characterized. Together with the entropy rate, the varentropy rate serves to tightly approximate the fundamental non-asymptotic limits for all but very small blocklengths.
机译:本文考虑了固定变量无损压缩最佳速率的分布。它表明,在非渐近政权中,在没有前缀约束的固定变量无损压缩的基本限制紧密耦合。除了在源信息谱方面的界限外,它还对任意来源的基本限制进行了精确分析。高斯近似于最佳速率的分布,以及源分散的概念也表征。与熵率一起,靶率有助于严格接近所有但非常小的块长度的基本非渐近限制。

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