Deep Bayesian Estimation for Dynamic Treatment Regimes with a Long Follow-up Time

no code implementations • 20 Sep 2021 • Adi Lin, Jie Lu, Junyu Xuan, Fujin Zhu, Guangquan Zhang

Causal effect estimation for dynamic treatment regimes (DTRs) contributes to sequential decision making.

Decision Making regression +1

Causal Discovery from Incomplete Data using An Encoder and Reinforcement Learning

no code implementations • 9 Jun 2020 • Xiaoshui Huang, Fujin Zhu, Lois Holloway, Ali Haidar

Compared with the direct combination of data imputation and causal discovery methods, our method performs generally better and can even obtain a performance gain as much as 43. 2%.

Causal Discovery Imputation +2