54 citations · 145 across the 26 of their papers we have counts for
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stat.ME2015
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…
math.ST2015
Doubly robust dose-response estimation for continuous treatments via generalized propensity score augmented outcome regression
Daniel J. Graham, Emma J. McCoy, David A. Stephens
This paper constructs a doubly robust estimator for continuous dose-response estimation. An outcome regression model is augmented with a set of inverse generalized propensity score…