Matched Machine Learning: A Generalized Framework for Treatment Effect Inference With Learned Metrics

Marco Morucci, Cynthia Rudin, Alexander Volfovsky

We introduce Matched Machine Learning, a framework that combines the flexibility of machine learning black boxes with the interpretability of matching, a longstanding tool in obser…