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This paper proposes a regularisation method for the estimation of large covariance matrices that uses insights from the multiple testing (MT) literature. The approach tests the statistical significance of individual pair-wise correlations and sets to zero those elements that are not...
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latent stochastic processes. We present empirical Bayes methods that enable the efficient shrinkage-based estimation of the …
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multiple testing (MT) estimator to a number of thresholding and shrinkage estimators in the literature in a detailed Monte … the inverse covariance matrix is of interest then we recommend a shrinkage version of the MT estimator that ensures …
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