The neighborhood lattice for encoding partial correlations in a Hilbert space

Arash A. Amini, Bryon Aragam, Qing Zhou

Neighborhood regression has been a successful approach in graphical and structural equation modeling, with applications to learning undirected and directed graphical models. We ext…