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Bayesian Estimation of Large Precision Matrix Based on Cholesky Decomposition

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Published in 2019 at "Acta Mathematica Sinica, English Series"

DOI: 10.1007/s10114-019-7326-8

Abstract: In this paper, we consider the estimation of a high dimensional precision matrix of Gaussian graphical model. Based on the re-parameterized likelihood, we obtain the full conditional distribution of all parameters in Cholesky factor. Furthermore,… read more here.

Keywords: large precision; bayesian estimation; precision matrix; precision ... See more keywords