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This paper proposes a novel regularisation method for the estimation of large covariance matrices, which makes use of insights from the multiple testing literature. The method tests the statistical significance of individual pair-wise correlations and sets to zero those elements that are not...
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it is easy to implement and does not require cross-validation. The MT estimator of the sample correlation matrix is shown …
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