Efficient Low Rank Convex Bounds for Pairwise Discrete Graphical Models

Valentin Durante, George Katsirelos, Thomas Schiex

Abstract: In this paper, we extend a Burer-Monteiro style method to compute low rank Semi-Definite Programming (SDP) bounds for the MAP problem on discrete graphical models with an arbitrary number of states...