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MIMIC-in-RL

RL in Clinical Care, MIMIC is the database.

Relevant Articles:

FQI:(OPtimal dosing of medication) 1.A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units DOI:10.48550/arXiv.1704.06300

2.Optimal medication dosing from suboptimal clinical examples: A deep reinforcement learning approach DOI:10.1109/EMBC.2016.7591355

3.Model-based reinforcement learning for sepsis treatment. https://doi.org/10.48550/arXiv.1811.09602

Actor-critic:(Optimal choice of medication) 4.Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation https://dl.acm.org/doi/10.1145/3219819.3219961

Double-DQN: 5.Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach DOI:10.48550/arXiv.1705.08422

6.Deep Reinforcement Learning for Optimal Critical Care Pain Management with Morphine using Dueling Double-Deep Q Networks DOI: 10.1109/EMBC.2019.8857295

Inverse RL: 7.Inverse reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units DOI: 10.1186/s12911-019-0763-6

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