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Improved double-robust estimation in missing data and causal inference models

Improved double-robust estimation in missing data and causal inference models

Recently proposed double-robust estimators for a population mean from incomplete data and for a finite number of counterfactual means can have much higher efficiency than the usual double-robust estimators under misspecification of the outcome model. In this paper, we derive a new class of double-robust estimators for the parameters of …