Publication | Closed Access
From Rate Distortion Theory to Metric Mean Dimension: Variational Principle
90
Citations
27
References
2018
Year
Dirichlet FormEngineeringInformation TheoryData ScienceVariational AnalysisEntropyStochastic ProcessesStochastic Dynamical SystemRate Distortion TheoryProbability TheoryRealization TheoryRiemannian ManifoldFunctional AnalysisData CompressionInformation Theory SideKolmogorov ComplexityStatisticsStochastic Geometry
The purpose of this paper is to point out a new connection between information theory and dynamical systems. In the information theory side, we consider rate distortion theory, which studies lossy data compression of stochastic processes under distortion constraints. In the dynamical systems side, we consider mean dimension theory, which studies how many parameters per iterate we need to describe a dynamical system. The main results are new variational principles connecting rate distortion function to metric mean dimension.
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