249 citations · 919 across the 56 of their papers we have counts for
3 papers · 1 filter
Tighter Linear Program Relaxations for High Order Graphical Models
Elad Mezuman, Daniel Tarlow, Amir Globerson +1
Graphical models with High Order Potentials (HOPs) have received considerable interest in recent years. While there are a variety of approaches to inference in these models, nearly…
Convergent message passing algorithms - a unifying view
Talya Meltzer, Amir Globerson, Yair Weiss
Message-passing algorithms have emerged as powerful techniques for approximate inference in graphical models. When these algorithms converge, they can be shown to find local (or so…
Convexifying the Bethe Free Energy
Ofer Meshi, Ariel Jaimovich, Amir Globerson +1
The introduction of loopy belief propagation (LBP) revitalized the application of graphical models in many domains. Many recent works present improvements on the basic LBP algorith…