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03/13/2020
Optimizing Medical Treatment for Sepsis in Intensive Care: from Reinforcement Learning to Pre-Trial Evaluation
Our aim is to establish a framework where reinforcement learning (RL) of...
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05/17/2019
Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs
Health-related data is noisy and stochastic in implying the true physiol...
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05/29/2018
The Actor Search Tree Critic (ASTC) for Off-Policy POMDP Learning in Medical Decision Making
Off-policy reinforcement learning enables near-optimal policy from subop...
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11/24/2015