Calibrated and Conformal Propensity Scores for Causal Effect Estimation

Shachi Deshpande, Volodymyr Kuleshov

Propensity scores are commonly used to estimate treatment effects from observational data. We argue that the probabilistic output of a learned propensity score model should be cali…