madr: Model Averaged Double Robust Estimation

Share:

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.

Author
Matthew Cefalu
Date of publication
2016-09-05 20:23:43
Maintainer
Matthew Cefalu <Matthew_Cefalu@rand.org>
License
GPL-3
Version
1.0.0

View on CRAN

Man pages

add.to.dictionary
Worker function that fits propensity score models
add.to.dictionary.outcome
Worker function that fits outcome models
bic.to.prob
Convert BIC to model probabilities
expit
Expit (inverse logit) function
madr
Calculate model averaged double robust estimate
madr.enumerate
Model averaged double robust estimate with enumeration of all...
madr.mcmc
Calculate model averaged double robust estimate using a...
OM.MA
Calculate model probabilities for the outcome models using a...
OM.MA.enumerate
Enumerates all possible outcome models (linear terms only)
print.madr.enumerate
Print function for madr.enumerate class
print.madr.mcmc
Print function for madr.mcmc class
print.summary.madr.enumerate
Print function for summary.madr.enumerate class
PS.MA
Calculate model probabilities for the propensity score model...
PS.MA.enumerate
Enumerates all possible propensity score models (linear terms...
summary.madr.enumerate
Provides model averaged double robust estimate for different...

Files in this package

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