Algorithms for Quantile- And Mean-Optimal Treatment Regimes
Estimate the Gini's mean difference/mean absolute difference(MAD) for ...
Generate Pseudo-Responses Based on Conditional Quantile Regression Mod...
The Doubly Robust Estimator of the Quantile-Optimal Treatment Regime
The Doubly Robust Quantile Estimator for a Given Treatment Regime
Get the OS from R
Estimation of the Optimal Treatment Regime defined as Minimizing Gini'...
Estimate the Mean-optimal Treatment Regime
Estimate the Quantile-optimal Treatment Regime
The Inverse Probability Weighted Estimator of the Marginal Mean Given ...
The Mean-Optimal Treatment Regime Wrapper Function
The Quantile-Optimal Treatment Regime Wrapper Function
Estimate the Marginal Quantile Given a Specific Treatment Regime
Estimate the Two-stage Mean-Optimal Treatment Regime
Estimate the Two-stage Quantile-optimal Treatment Regime
Estimation methods for optimal treatment regimes under three different criteria, namely marginal quantile, marginal mean, and mean absolute difference. For the first two criteria, both one-stage and two-stage estimation method are implemented. A doubly robust estimator for estimating the quantile-optimal treatment regime is also included.