Exponential Decay Of Pairwise Correlation In Gaussian Graphical Models With An Equicorrelational One-Dimensional Connection Pattern

STATISTICS & PROBABILITY LETTERS(2021)

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摘要
We consider a Gaussian graphical model associated with an equicorrelational and one-dimensional conditional independence graph. We show that pairwise correlation decays exponentially as a function of distance. We also provide a limit when the number of variables tend to infinity and quantify the difference between the finite and infinite cases. (C) 2020 Elsevier B.V. All rights reserved.
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关键词
Gaussian graphical model, Multivariate normal distributions, Conditional independence graph, Equicorrelational one-dimensional connection pattern, Tridiagonal matrix, Gaussian free fields
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