Variable Selection in Causal Inference using a Simultaneous Penalization Method

Ashkan Ertefaie, Masoud Asgharian, David Stephens

In the causal adjustment setting, variable selection techniques based on one of either the outcome or treatment allocation model can result in the omission of confounders, which le…