Click the function name to download the R code as discussed in this Chapter.
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Data Generation
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genData_single_decision_point() -
Naive Estimator
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delta_N() -
delta_N_se() -
Outcome Regression Estimator
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delta_OR() -
delta_OR_se() -
delta_OR_swv() -
swv_OLS() -
Stratification Estimator
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delta_S() -
delta_S_se() -
Inverse Propensity Score Weighted Estimator
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delta_IPW() -
delta_IPW_se() -
delta_IPW_swv() -
swv_ML() -
Doubly Robust Estimator
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delta_DR() -
delta_DR_se() -
delta_DR_swv() -
swv_OLS() -
swv_ML()
The general versions of these estimators are provided in the