2 papers
stat.ML2026
Transportability without Graphs: A Bayesian Approach to Identifying s-Admissible Backdoor Sets
Konstantina Lelova, Gregory F. Cooper, Sofia Triantafillou
Transporting causal information across populations is a critical challenge in clinical decision-making. Causal modeling provides criteria for identifiability and transportability,…
stat.ME2025
Data-Driven Adjustment for Multiple Treatments
Sara LaPlante, Sofia Triantafillou, Emilija PerkoviÄ
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…