Continuous Treatment Effect Estimation via Generative Adversarial De-confounding

Yunzhe Li, Kun Kuang, Bo Li, Peng Cui, Jianrong Tao, Hongxia Yang, Fei Wu

Abstract: One fundamental problem in causal inference is the treatment effect estimation in obser- vational studies, and its key challenge is to handle the confounding bias induced by the associations betwee...