WaverlyWei / iTMLE

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

iTMLE

This repository contains the reproducible code for the manuscript "Efficient Targeted Learning of Heterogeneous Treatment Effects for Multiple Subgroups in Observational Studies."

  • CV-iTMLE.R: cross-validated implementation of the iterative version of one-step TMLE (CV-iTMLE)
  • DML.R: double machine learning (DML) method tailored to our parameter of interest
  • iTMLE-DR-nonoverlap.R: comparison of the iterative version of one-step TMLE (iTMLE) with the double robust (DR) estimator under nonoverlapping subgroups
  • iTMLE-DR-overlap.R: comparison of the iterative version of one-step TMLE (iTMLE) with the double robust (DR) estimator under overlapping subgroups

About

License:MIT License


Languages

Language:R 100.0%