Derives the causal efficient influence function and constructs an asymptotically efficient cross-fitted TMLE for ATE under parametric mean models with unrestricted additive errors.
Appropriate use of parametric and nonparametric methods in estimating regression models with various shapes of errors.Stat12e606
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Efficient Targeted Maximum Likelihood Estimation of Average Treatment Effects under Structured Outcome Models with Unknown Error Distributions
Derives the causal efficient influence function and constructs an asymptotically efficient cross-fitted TMLE for ATE under parametric mean models with unrestricted additive errors.