41 citations · 67 across the 3 of their papers we have counts for
3 papers
cs.AI2014★ 3 cited
Lifted Tree-Reweighted Variational Inference
Hung Hai Bui, Tuyen N. Huynh, David Sontag
We analyze variational inference for highly symmetric graphical models such as those arising from first-order probabilistic models. We first show that for these graphical models, t…
cs.AI2013★ 41 cited
Automorphism Groups of Graphical Models and Lifted Variational Inference
Hung Bui, Tuyen Huynh, Sebastian Riedel
Using the theory of group action, we first introduce the concept of the automorphism group of an exponential family or a graphical model, thus formalizing the general notion of sym…
cs.AI2012★ 23 cited
Automorphism Groups of Graphical Models and Lifted Variational Inference
Hung Hai Bui, Tuyen N. Huynh, Sebastian Riedel
Using the theory of group action, we first introduce the concept of the automorphism group of an exponential family or a graphical model, thus formalizing the general notion of sym…