Covariate-Balancing-Aware Interpretable Deep Learning models for Treatment Effect Estimation

no code implementations • 7 Mar 2022 • Kan Chen, Qishuo Yin, Qi Long

Motivated by the theoretical analysis, we propose a novel objective function for estimating the ATE that uses the energy distance balancing score and hence does not require correct specification of the propensity score model.

Additive models Causal Inference