Exploiting independence constraints for efficient estimation of bounds on causal effects in the presence of unmeasured confounding

Ting-Hsuan Chang, Caleb H. Miles, Ilya Shpitser +2

Causal graphs may inform covariate adjustment for estimating causal effects and improve estimation efficiency by exploiting the graphical structure. In many applications, however,…