Supervised-actor-critic reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units

Optimal adaptive control of drug dosing using integral reinforcement learning

(2019) Regina Padmanabhan et al.   MATHEMATICAL BIOSCIENCES

Incorporating causal factors into reinforcement learning for dynamic treatment regimes in HIV

(2019) Chao Yu et al.   BMC Medical Informatics and Decision Making

Inverse reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units

(2019) Chao Yu et al.   BMC Medical Informatics and Decision Making

The Artificial Intelligence Clinician learns optimal treatment strategies for sepsis in intensive care

(2018) Matthieu Komorowski et al.   NATURE MEDICINE

Seizure Control in a Computational Model Using a Reinforcement Learning Stimulation Paradigm

(2017) Vivek Nagaraj et al.   International Journal of Neural Systems

Deep reinforcement learning for automated radiation adaptation in lung cancer

(2017) Huan-Hsin Tseng et al.   MEDICAL PHYSICS

Machine Learning and Decision Support in Critical Care

(2016) Alistair E. W. Johnson et al.   PROCEEDINGS OF THE IEEE

MIMIC-III, a freely accessible critical care database

(2016) Alistair E.W. Johnson et al.   Scientific Data

Closed-loop control of anesthesia and mean arterial pressure using reinforcement learning

(2015) Regina Padmanabhan et al.   Biomedical Signal Processing and Control

The use of reinforcement learning algorithms to meet the challenges of an artificial pancreas

(2013) Melanie K Bothe et al.   Expert Review of Medical Devices

Informing sequential clinical decision-making through reinforcement learning: an empirical study

(2010) Susan M. Shortreed et al.   MACHINE LEARNING