The Blessings of Multiple Treatments and Outcomes in Treatment Effect Estimation

no code implementations • 29 Sep 2023 • Yong Wu, Mingzhou Liu, Jing Yan, Yanwei Fu, Shouyan Wang, Yizhou Wang, Xinwei Sun

To accommodate these scenarios, we consider a new setting dubbed as multiple treatments and multiple outcomes.

Causal Discovery Causal Identification

Doubly Robust Proximal Causal Learning for Continuous Treatments

1 code implementation • 22 Sep 2023 • Yong Wu, Yanwei Fu, Shouyan Wang, Xinwei Sun

To address these challenges, we propose a kernel-based DR estimator that can well handle continuous treatments.