Asymptotic behavior of the distortion-rate function for Gaussian processes in Banach spaces |
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Authors: | Steffen Dereich |
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Affiliation: | Fakultät II, Institut für Mathematik, MA 7-5, Technische Universität Berlin, Straße des 17. Juni 136, D-10623 Berlin, Germany |
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Abstract: | Let μ be a Gaussian measure on a separable Banach space. We prove a tight link between the logarithmic small ball probabilities of μ and certain moment generating functions. Based upon this link we provide a new lower bound for the distortion-rate function (DRF) against the small ball function. This allows us to use results of the theory of small ball probabilities to deduce lower bounds for the DRF. In particular, we obtain the correct weak asymptotics of the distortion rate function in many important cases (e.g. Brownian motion). |
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Keywords: | High-resolution coding Small ball probabilities Distortion-rate function Gaussian process |
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