Evaluating Individualized Treatment Rules

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Documentation for package ‘evalITR’ version 1.0.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

AUPEC	Estimation of the Area Under Prescription Evaluation Curve (AUPEC) in Randomized Experiments
AUPECcv	Estimation of the Area Under Prescription Evaluation Curve (AUPEC) in Randomized Experiments Under Cross Validation
compute_qoi	Compute Quantities of Interest (PAPE, PAPEp, PAPDp, AUPEC, GATE, GATEcv)
compute_qoi_user	Compute Quantities of Interest (PAPE, PAPEp, PAPDp, AUPEC, GATE, GATEcv) with user defined functions
consist.test	The Consistency Test for Grouped Average Treatment Effects (GATEs) in Randomized Experiments
consistcv.test	The Consistency Test for Grouped Average Treatment Effects (GATEs) under Cross Validation in Randomized Experiments
create_ml_args	Create general arguments
create_ml_args_bart	Create arguments for bartMachine
create_ml_args_bartc	Create arguments for bartCause
create_ml_args_causalforest	Create arguments for causal forest
create_ml_args_lasso	Create arguments for LASSO
create_ml_args_superLearner	Create arguments for super learner
create_ml_args_svm	Create arguments for SVM
create_ml_args_svm_cls	Create arguments for SVM classification
create_ml_arguments	Create arguments for ML algorithms
estimate_itr	Estimate individual treatment rules (ITR)
evaluate_itr	Evaluate ITR
fit_itr	Estimate ITR for Single Outcome
GATE	Estimation of the Grouped Average Treatment Effects (GATEs) in Randomized Experiments
GATEcv	Estimation of the Grouped Average Treatment Effects (GATEs) in Randomized Experiments Under Cross Validation
het.test	The Heterogeneity Test for Grouped Average Treatment Effects (GATEs) in Randomized Experiments
hetcv.test	The Heterogeneity Test for Grouped Average Treatment Effects (GATEs) under Cross Validation in Randomized Experiments
PAPD	Estimation of the Population Average Prescription Difference in Randomized Experiments
PAPDcv	Estimation of the Population Average Prescription Difference in Randomized Experiments Under Cross Validation
PAPE	Estimation of the Population Average Prescription Effect in Randomized Experiments
PAPEcv	Estimation of the Population Average Prescription Effect in Randomized Experiments Under Cross Validation
PAV	Estimation of the Population Average Value in Randomized Experiments
PAVcv	Estimation of the Population Average Value in Randomized Experiments Under Cross Validation
plot.itr	Plot the AUPEC curve
plot_estimate	Plot the GATE estimate
print.summary.itr	Print
print.summary.test_itr	Print
star	Tennessee’s Student/Teacher Achievement Ratio (STAR) project
summary.itr	Summarize estimate_itr output
summary.test_itr	Summarize test_itr output
test_itr	Conduct hypothesis tests