OM.MA

matrix of covariates to be considered for inclusion/exclusion

matrix of covariates that will be included in all models (optional)

vector of inclusion indicators (which columns of U) to start MCMC algorithm (optional)

alpha

indicator if the outcome is binary (optional)

binary


This function uses a pseudo-MC3 algorithm to search the outcome model space.


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.

OM.MA: Calculate model probabilities for the outcome models using a pseudo-MC3 algorithm

Description

Usage

Arguments

Value