madr: Model Averaged Double Robust Estimation
Version 1.0.0

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.

Browse man pages Browse package API and functions Browse package files

AuthorMatthew Cefalu
Date of publication2016-09-05 20:23:43
MaintainerMatthew Cefalu <Matthew_Cefalu@rand.org>
LicenseGPL-3
Version1.0.0
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("madr")

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...

Functions

OM.MA Man page Source code
OM.MA.enumerate Man page Source code
PS.MA Man page Source code
PS.MA.enumerate Man page Source code
add.to.dictionary Man page Source code
add.to.dictionary.outcome Man page Source code
bic.to.prob Man page Source code
expit Man page Source code
madr Man page Source code
madr.enumerate Man page Source code
madr.mcmc Man page Source code
print.madr.enumerate Man page Source code
print.madr.mcmc Man page Source code
print.summary.madr.enumerate Man page Source code
summary.madr.enumerate Man page Source code

Files

NAMESPACE
R
R/print.madr.enumerate.r
R/OM.MA.enumerate.r
R/add.to.dictionary.outcome.r
R/PS.MA.enumerate.r
R/bic.to.prob.r
R/madr.enumerate.r
R/print.madr.mcmc.r
R/add.to.dictionary.r
R/OM.MA.r
R/madr.mcmc.r
R/expit.r
R/madr.r
R/summary.madr.enumerate.r
R/PS.MA.r
R/print.summary.madr.enumerate.r
MD5
DESCRIPTION
man
man/OM.MA.Rd
man/print.madr.enumerate.Rd
man/OM.MA.enumerate.Rd
man/madr.Rd
man/add.to.dictionary.Rd
man/expit.Rd
man/add.to.dictionary.outcome.Rd
man/print.madr.mcmc.Rd
man/PS.MA.enumerate.Rd
man/madr.mcmc.Rd
man/print.summary.madr.enumerate.Rd
man/madr.enumerate.Rd
man/PS.MA.Rd
man/bic.to.prob.Rd
man/summary.madr.enumerate.Rd
madr documentation built on May 19, 2017, 5:28 p.m.