madr: Model Averaged Double Robust Estimation

Estimates average treatment effects using model average double robust (MA-DR) estimation. The MA-DR estimator is defined as weighted average of double robust estimators, where each double robust estimator corresponds to a specific choice of the outcome model and the propensity score model. The MA-DR estimator extend the desirable double robustness property by achieving consistency under the much weaker assumption that either the true propensity score model or the true outcome model be within a specified, possibly large, class of models.

Getting started

Package details

AuthorMatthew Cefalu
MaintainerMatthew Cefalu <[email protected]>
Package repositoryView on CRAN
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madr documentation built on May 29, 2017, 7:07 p.m.