A U-statistic Approach to Hypothesis Testing for Structure Discovery in Undirected Graphical Models

Wacha Bounliphone, Matthew Blaschko

Structure discovery in graphical models is the determination of the topology of a graph that encodes conditional independence properties of the joint distribution of all variables…