New bridging and sequential weighted regression estimators for causal decomposition analysis avoid density modeling and achieve multiply robust estimation under allowability specifications.
Why Is the Double-Robust Estimator for Causal Inference Not Doubly Robust for Variance Estimation?2025
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Proposes semiparametric efficient augmented weighting estimators for causal effects under transportability of means or effect measures when appending external comparators to an index trial.
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Estimation Strategies for Causal Decomposition Analysis with Allowability Specifications
New bridging and sequential weighted regression estimators for causal decomposition analysis avoid density modeling and achieve multiply robust estimation under allowability specifications.
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Constructing external comparator groups via transportability in mean or in effect measure
Proposes semiparametric efficient augmented weighting estimators for causal effects under transportability of means or effect measures when appending external comparators to an index trial.