329 citations · 1.2k across the 27 of their papers we have counts for
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stat.ME2019★ 5 cited
GGM knockoff filter: False Discovery Rate Control for Gaussian Graphical Models
Jinzhou Li, Marloes H. Maathuis
We propose a new method to learn the structure of a Gaussian graphical model with finite sample false discovery rate control. Our method builds on the knockoff framework of Barber…
math.ST2019★ 62 cited
Graphical Criteria for Efficient Total Effect Estimation via Adjustment in Causal Linear Models
Leonard Henckel, Emilija Perković, Marloes H. Maathuis
Covariate adjustment is a commonly used method for total causal effect estimation. In recent years, graphical criteria have been developed to identify all valid adjustment sets, th…