9 citations · 9 across the 2 of their papers we have counts for
2 papers
cs.AI2018★ 9 cited
Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data
Ning Liu, Ying Liu, Brent Logan +3
This paper presents the first deep reinforcement learning (DRL) framework to estimate the optimal Dynamic Treatment Regimes from observational medical data. This framework is more…
stat.ME2017
Decision making and uncertainty quantification for individualized treatments
Brent R. Logan, Rodney Sparapani, Robert E. McCulloch +1
Individualized treatment rules (ITR) can improve health outcomes by recognizing that patients may respond differently to treatment and assigning therapy with the most desirable pre…