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

Medicine & Life Sciences

• Psychology Reinforcement 78%
• Hypnotics and Sedatives 73%
• Artificial Respiration 69%
• Reward 61%
• Intensive Care Units 60%
• Learning 53%
• Weaning 19%
• Clinical Protocols 18%
• Decision Making 15%
• Ventilator Weaning 14%
• Markov Chains 12%
• Weights and Measures 11%
• Decision Trees 11%
• Respiratory Rate 9%
• Ventilation 8%
• Medical Records 7%
• Heart Rate 6%
• Delivery of Health Care 5%
• Therapeutics 1%

Engineering & Materials Science

• Artificial Respiration 100%
• Intensive care units 96%
• Reinforcement learning 72%
• Decision making 13%
• Oxygenation 13%
• Trajectories 12%
• Markov processes 9%
• Health care 9%
• Decision trees 8%
• Ventilation 8%
• Set theory 5%

Social Sciences

• reinforcement 70%
• reward 55%
• learning method 44%
• clinician 31%
• learning 24%
• medical data 12%
• decision making 11%
• Medical records 10%
• health care 6%
• knowledge 5%
• evaluation 4%