6.4k citations · 14.8k across the 73 of their papers we have counts for
Showing 2011 · stat.MEShow all
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stat.ME2011★ 80 cited
Stable Graphical Model Estimation with Random Forests for Discrete, Continuous, and Mixed Variables
Bernd Fellinghauer, Peter Bühlmann, Martin Ryffel +2
A conditional independence graph is a concise representation of pairwise conditional independence among many variables. Graphical Random Forests (GRaFo) are a novel method for esti…
stat.ME2011★ 234 cited
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs
Alain Hauser, Peter Bühlmann
The investigation of directed acyclic graphs (DAGs) encoding the same Markov property, that is the same conditional independence relations of multivariate observational distributio…