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20192022
most citedGraphical Criteria for Efficient Total Effect Estimation via Adjustment in Causal Linear Models

62 citations · 71 across the 4 of their papers we have counts for

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math.ST2019★ 3 cited

Identifying causal effects in maximally oriented partially directed acyclic graphs

Emilija Perković

We develop a necessary and sufficient causal identification criterion for maximally oriented partially directed acyclic graphs (MPDAGs). MPDAGs as a class of graphs include directe…

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…