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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.

Version: 1.0.0
Published: 2016-09-05
DOI: 10.32614/CRAN.package.madr
Author: Matthew Cefalu
Maintainer: Matthew Cefalu <Matthew_Cefalu at rand.org>
License: GPL-3
NeedsCompilation: no
CRAN checks: madr results

Documentation:

Reference manual: madr.pdf

Downloads:

Package source: madr_1.0.0.tar.gz
Windows binaries: r-devel: madr_1.0.0.zip, r-release: madr_1.0.0.zip, r-oldrel: madr_1.0.0.zip
macOS binaries: r-release (arm64): madr_1.0.0.tgz, r-oldrel (arm64): madr_1.0.0.tgz, r-release (x86_64): madr_1.0.0.tgz, r-oldrel (x86_64): madr_1.0.0.tgz
Old sources: madr archive

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.