64 citations · 323 across the 25 of their papers we have counts for
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cs.AI2013★ 64 cited
Efficient Stepwise Selection in Decomposable Models
Amol Deshpande, Minos Garofalakis, Michael I. Jordan
In this paper, we present an efficient way of performing stepwise selection in the class of decomposable models. The main contribution of the paper is a simple characterization of…
cs.AI2012★ 48 cited
Bisimulation-based Approximate Lifted Inference
Prithviraj Sen, Amol Deshpande, Lise Getoor
There has been a great deal of recent interest in methods for performing lifted inference; however, most of this work assumes that the first-order model is given as input to the sy…