Learning the Structure of Deep Sparse Graphical Models

Ryan Prescott Adams, Hanna M. Wallach, Zoubin Ghahramani

Deep belief networks are a powerful way to model complex probability distributions. However, learning the structure of a belief network, particularly one with hidden units, is diff…