Multi-Study $R$ -Learner for Estimating Heterogeneous Treatment Effects Across Studies Using Statistical Machine Learning
This repository contains the code to reproduce the numerical results from the multi-study
- Utils.R – Utility functions
- edat_orig.R – Data preprocessing code for simulations using the
curatedOvarianData
R package - ovarianDataSimulation_ScenarioA.R – Ovarian cancer simulations (Scenario A: linear)
- ovarianDataSimulation_ScenarioB.R – Ovarian cancer simulations (Scenario B: nonlinear)
- breastDataApplication.R – Breast cancer data application with the
curatedBreastData
R package
Note: The code is designed for parallelization and is best run on a computing cluster. Alternatively, it can be executed in a standard loop, but the computational overhead may be significant.