2 papers
stat.ME2025
Reframing cross-world independence in multimediator causal models
En-Yu Lai, Jih-Chang Yu, Yen-Tsung Huang
Multi-mediator causal models provide a general framework for decomposing causal effects along specific mechanisms, but effect identification in the presence of treatment-induced co…
stat.ME2024
Causal Inference in the Multiverse of Hazard
En-Yu Lai, Yen-Tsung Huang
Hazard serves as a pivotal estimand in both practical applications and methodological frameworks. However, its causal interpretation poses notable challenges, including inherent se…