output
20072022
most citedMissForest - nonparametric missing value imputation for mixed-type data

6.4k citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2011 · stat.MEShow all

2 papers · 2 filters

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…