242 citations · 1.7k across the 67 of their papers we have counts for
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stat.ML2011★ 111 cited
High-dimensional structure estimation in Ising models: Local separation criterion
Animashree Anandkumar, Vincent Y. F. Tan, Furong Huang +1
We consider the problem of high-dimensional Ising (graphical) model selection. We propose a simple algorithm for structure estimation based on the thresholding of the empirical con…
stat.ML2011★ 30 cited
Feedback Message Passing for Inference in Gaussian Graphical Models
Ying Liu, Venkat Chandrasekaran, Animashree Anandkumar +1
While loopy belief propagation (LBP) performs reasonably well for inference in some Gaussian graphical models with cycles, its performance is unsatisfactory for many others. In par…