2SLS Regression with Diagnostics in R

❗ This is a read-only mirror of the CRAN R package repository. causalDT — Causal Distillation Trees. Homepage: https://tiffanymtang.github.io/causalDT/

Implements the Causal Forest algorithm formulated in Athey and Wager (2018).

Code for the Manuscript: A doubly robust machine learning-based approach to evaluate body mass index as a modifier of the association between fruit and vegetable intake and preeclampsia

Heterogeneous Treatment Effects

Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially Doubly Robust estimation (Hoffman et al. 2022).

📦 Non-parametric Causal Effects Based on Modified Treatment Policies 🔮

Corresponding code guide to the tutorial paper "Introducing longitudinal modified treatment policies: a unified framework for studying complex exposures" (Hoffman et al., 2023)

Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017

bootstrap confidence intervals for Targeted Maximum Likelihood Estimators