Challenges of the inconsistency regime: Novel debiasing methods for missing data models

Michael Celentano, Martin J. Wainwright

We study semi-parametric estimation of the population mean when data is observed missing at random (MAR) in the $n<p$ "inconsistency regime", in which neither the outcome model n…