Variable Selection in Causal Inference Using Penalization

Ashkan Ertefaie, Masoud Asgharian, David A. Stephens

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