Fast structure learning with modular regularization

Greg Ver Steeg, Hrayr Harutyunyan, Daniel Moyer, Aram Galstyan

Neural Information Processing Systems 

We also use our approach for estimating covariance structure for a number of real-world datasets and show that it consistently outperforms state-of-the-art estimators at a fraction of the computational cost.

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