Inferning with High Girth Graphical Models

Uri Heinemann, Amir Globerson

Abstract: Unsupervised learning of graphical models is an important task in many domains. Although maximum likelihood learning is computationally hard, there do exist consistent learning algorithms (e.g., ps...