3 papers
cs.AI2025
Identifying Conditional Causal Effects in MPDAGs
Sara LaPlante, Emilija Perković
We consider identifying a conditional causal effect when a graph is known up to a maximally oriented partially directed acyclic graph (MPDAG). An MPDAG represents an equivalence cl…
stat.ME2025
Data-Driven Adjustment for Multiple Treatments
Sara LaPlante, Sofia Triantafillou, Emilija Perković
Covariate adjustment is one method of causal effect identification in non-experimental settings. Prior research provides routes for finding appropriate adjustments sets, but much o…
stat.ME2023
Conditional Adjustment in a Markov Equivalence Class
Sara LaPlante, Emilija Perković
We consider the problem of identifying a conditional causal effect through covariate adjustment. We focus on the setting where the causal graph is known up to one of two types of g…