Bailey, Natalia; Smith, Vanessa; Pesaran, Hashem - Faculty of Economics, University of Cambridge - 2014
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...