High-dimensional learning of linear causal networks via inverse covariance estimation

Po-Ling Loh, Peter Bühlmann

We establish a new framework for statistical estimation of directed acyclic graphs (DAGs) when data are generated from a linear, possibly non-Gaussian structural equation model. Ou…