Model Averaged Double Robust Estimation


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Documentation for package ‘madr’ version 1.0.0

Help 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 possible models (linear terms only)
madr.mcmc Calculate model averaged double robust estimate using a pseudo-MC3 algorithm
OM.MA Calculate model probabilities for the outcome models using a pseudo-MC3 algorithm
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 using a pseudo-MC3 algorithm
PS.MA.enumerate Enumerates all possible propensity score models (linear terms only)
summary.madr.enumerate Provides model averaged double robust estimate for different values of tau