Learning Directed Acyclic Graphs with Penalized Neighbourhood Regression

Bryon Aragam, Arash A. Amini, Qing Zhou

We study a family of regularized score-based estimators for learning the structure of a directed acyclic graph (DAG) for a multivariate normal distribution from high-dimensional da…