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arXiv · 1906.07620

New Uniform Bounds for Almost Lossless Analog Compression

Abstract

Wu and Verd\'u developed a theory of almost lossless analog compression, where one imposes various regularity conditions on the compressor and the decompressor with the input signal being modelled by a (typically infinite-entropy) stationary stochastic process. In this work we consider all stationary stochastic processes with trajectories in a prescribed set $\mathcal{S} \subset [0,1]^\mathbb{Z}$ of (bi)infinite sequences and find uniform lower and upper bounds for certain compression rates in terms of metric mean dimension and mean box dimension. An essential tool is the recent Lindenstrauss-Tsukamoto variational principle expressing metric mean dimension in terms of rate-distortion functions.

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Yonatan Gutman, Adam Śpiewak. 2019-06-18. New Uniform Bounds for Almost Lossless Analog Compression. https://doi.org/10.1109/isit.2019.8849340

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