Concave Penalized Estimation of Sparse Gaussian Bayesian Networks

Bryon Aragam, Qing Zhou

We develop a penalized likelihood estimation framework to estimate the structure of Gaussian Bayesian networks from observational data. In contrast to recent methods which accelera…