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.

AuthorMatthew Cefalu
Date of publication2016-09-05 20:23:43
MaintainerMatthew Cefalu <Matthew_Cefalu@rand.org>
LicenseGPL-3
Version1.0.0

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Files

madr
madr/NAMESPACE
madr/R
madr/R/print.madr.enumerate.r
madr/R/OM.MA.enumerate.r
madr/R/add.to.dictionary.outcome.r
madr/R/PS.MA.enumerate.r
madr/R/bic.to.prob.r
madr/R/madr.enumerate.r
madr/R/print.madr.mcmc.r
madr/R/add.to.dictionary.r
madr/R/OM.MA.r
madr/R/madr.mcmc.r
madr/R/expit.r
madr/R/madr.r
madr/R/summary.madr.enumerate.r
madr/R/PS.MA.r
madr/R/print.summary.madr.enumerate.r
madr/MD5
madr/DESCRIPTION
madr/man
madr/man/OM.MA.Rd madr/man/print.madr.enumerate.Rd madr/man/OM.MA.enumerate.Rd madr/man/madr.Rd madr/man/add.to.dictionary.Rd madr/man/expit.Rd madr/man/add.to.dictionary.outcome.Rd madr/man/print.madr.mcmc.Rd madr/man/PS.MA.enumerate.Rd madr/man/madr.mcmc.Rd madr/man/print.summary.madr.enumerate.Rd madr/man/madr.enumerate.Rd madr/man/PS.MA.Rd madr/man/bic.to.prob.Rd madr/man/summary.madr.enumerate.Rd

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