rcITR is an R package for estimating risk-controlled individualized treatment rules (rcITR). An rcITR seeks to maximize the expected benefit (or reward) while controlling risk at a pre-specified threshold. Two modeling approaches are available:
- rcDT (Risk-Controlled Decision Tree): Single decision tree model
- rcRF (Risk-Controlled Random Forest): Ensemble of rcDT models
Detailed documentation can be found here
devtools::install_github("kdoub5ha/rcITR")