Proximal Identification and Estimation in Front-Door Causal Structures with Unobserved Confounding of the Mediator

Helen Guo, Beatrix Yaxin Wen, Ilya Shpitser

Unobserved confounding is a fundamental obstacle in causal inference problems. In the graphical modeling literature, a general theory has been developed that allows identification…