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

🎯 🎲 Targeted Learning of the Causal Effects of Stochastic Interventions

📦 🎲 R/txshift: Efficient Estimation of the Causal Effects of Stochastic Interventions, with Corrections for Outcome-Dependent Sampling

📦 R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects

📦 🎲 R/medshift: Causal Mediation Analysis for Stochastic Interventions

🎯 🔀 Targeted Learning for Causal Mediation Analysis

Source files for reproducing results reported in the manuscript "Nonparametric Causal Mediation Analysis for Stochastic Interventional (In)Direct Effects" (N.S. Hejazi, K.E. Rudolph, M.J. van der Laan, I. Díaz, Biostatistics, 2022)

💬 Talk on causal inference and variable importance with stochastic interventions under two-phase sampling

Source files for reproducing results reported in the manuscript "Causal Mediation Analysis for Stochastic Interventions" (I. Diaz & N.S. Hejazi, JRSS-B, 2020)

💬 Talk on mediation effects based on stochastic interventions