Learning general conditional independence structures via the neighbourhood lattice

Arash A. Amini, Bryon Aragam, Qing Zhou

We study the problem of learning multivariate dependencies in nonparametric and high-dimensional settings. This includes but is not limited to graphical models. Our approach effect…