An Analysis of Causal Effect Estimation using Outcome Invariant Data Augmentation

Uzair Akbar, Niki Kilbertus, Hao Shen +2

The technique of data augmentation (DA) is often used in machine learning for regularization purposes to better generalize under i.i.d. settings. In this work, we present a unifyin…