Doubly Robust Direct Learning for Estimating Conditional Average Treatment Effect

no code implementations • 21 Apr 2020 • Haomiao Meng, Xingye Qiao

The consistency for our CATE estimator is guaranteed if either the main effect model or the propensity score model is correctly specified.

Methodology

Near-optimal Individualized Treatment Recommendations

1 code implementation • 6 Apr 2020 • Haomiao Meng, Ying-Qi Zhao, Haoda Fu, Xingye Qiao

These numerical studies have shown the usefulness of the proposed A-ITR framework.