329 citations · 1.2k across the 27 of their papers we have counts for
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stat.ME2020
Evaluation of Causal Structure Learning Algorithms via Risk Estimation
Marco F. Eigenmann, Sach Mukherjee, Marloes H. Maathuis
Recent years have seen many advances in methods for causal structure learning from data. The empirical assessment of such methods, however, is much less developed. Motivated by thi…
math.ST2020★ 27 cited
On efficient adjustment in causal graphs
Janine Witte, Leonard Henckel, Marloes H. Maathuis +1
We consider estimation of a total causal effect from observational data via covariate adjustment. Ideally, adjustment sets are selected based on a given causal graph, reflecting kn…