A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process

We prove a large deviation principle for a stationary Gaussian process over Rb,indexed by Ζd (for some positive integers d and b), with positive definite spectral density, andprovide an expression of the corresponding rate function in terms of the mean of the processand its spectral density. This re...

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Main Authors: Olivier Faugeras, James MacLaurin
Format: Article
Language:English
Published: MDPI AG 2014-12-01
Series:Entropy
Subjects:
Online Access:http://www.mdpi.com/1099-4300/16/12/6722
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author Olivier Faugeras
James MacLaurin
author_facet Olivier Faugeras
James MacLaurin
author_sort Olivier Faugeras
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description We prove a large deviation principle for a stationary Gaussian process over Rb,indexed by Ζd (for some positive integers d and b), with positive definite spectral density, andprovide an expression of the corresponding rate function in terms of the mean of the processand its spectral density. This result is useful in applications where such an expression isneeded.
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spelling doaj.art-cc51b7ccbf0a4952973c54ad53f358db2022-12-22T02:55:18ZengMDPI AGEntropy1099-43002014-12-0116126722673810.3390/e16126722e16126722A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian ProcessOlivier Faugeras0James MacLaurin1INRIA Sophia Antipolis Mediterannee, 2004 Route Des Lucioles, Sophia Antipolis, FranceINRIA Sophia Antipolis Mediterannee, 2004 Route Des Lucioles, Sophia Antipolis, FranceWe prove a large deviation principle for a stationary Gaussian process over Rb,indexed by Ζd (for some positive integers d and b), with positive definite spectral density, andprovide an expression of the corresponding rate function in terms of the mean of the processand its spectral density. This result is useful in applications where such an expression isneeded.http://www.mdpi.com/1099-4300/16/12/6722stationary Gaussian processlarge deviation principlespectral density
spellingShingle Olivier Faugeras
James MacLaurin
A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
Entropy
stationary Gaussian process
large deviation principle
spectral density
title A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
title_full A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
title_fullStr A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
title_full_unstemmed A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
title_short A Large Deviation Principle and an Expression of the Rate Function for a Discrete Stationary Gaussian Process
title_sort large deviation principle and an expression of the rate function for a discrete stationary gaussian process
topic stationary Gaussian process
large deviation principle
spectral density
url http://www.mdpi.com/1099-4300/16/12/6722
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