The authors construct and compare two asymptotically equivalent doubly robust estimators of average treatment effects under two-phase sampling with error-prone outcome and treatment, then improve finite-sample performance with an ensemble and empirical efficiency maximization.
A., Lumley, T., and Shepherd, B
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Efficient Estimation of Causal Effects Under Two-Phase Sampling with Error-Prone Outcome and Treatment Measurements
The authors construct and compare two asymptotically equivalent doubly robust estimators of average treatment effects under two-phase sampling with error-prone outcome and treatment, then improve finite-sample performance with an ensemble and empirical efficiency maximization.