Penalized Likelihood Methods for Estimation of Sparse High Dimensional Directed Acyclic Graphs

Ali Shojaie, George Michailidis

Directed acyclic graphs (DAGs) are commonly used to represent causal relationships among random variables in graphical models. Applications of these models arise in the study of ph…