Certifiably Optimal Sparse Inverse Covariance Estimation

25 Jun 2019Dimitris BertsimasJourdain LamperskiJean Pauphilet

We consider the maximum likelihood estimation of sparse inverse covariance matrices. We demonstrate that current heuristic approaches primarily encourage robustness, instead of the desired sparsity... (read more)

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