538 citations · 2.3k across the 54 of their papers we have counts for
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stat.ML2012★ 26 cited
Group Sparse Priors for Covariance Estimation
Benjamin Marlin, Mark Schmidt, Kevin Murphy
Recently it has become popular to learn sparse Gaussian graphical models (GGMs) by imposing l1 or group l1,2 penalties on the elements of the precision matrix. Thispenalized likeli…
stat.ML2012★ 30 cited
Modeling Discrete Interventional Data using Directed Cyclic Graphical Models
Mark Schmidt, Kevin Murphy
We outline a representation for discrete multivariate distributions in terms of interventional potential functions that are globally normalized. This representation can be used to…