What-If

Counterfactual Machine Learning & Causal Inference

Reference

*A gentle introduction to causal inference

*Kdnuggets - Propensity Scores: A Primer

*The use of propensity score methods with survival or time-to-event outcomes: reporting measures of effect similar to those used in randomized experiments

*An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

*R Implementation: MatchIt

*Python Implementation: causalinference

*PR in statsmodels

*Tutorial Blog: Causal Inference and Propensity Score Methods

*Paper: Some Practical Guidance for the Implementation of Propensity Score Matching