Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Sepsis Treatment.
Mingyu LuZachary ShahnDaby SowFinale Doshi-VelezLi-Wei H. LehmanPublished in: CoRR (2020)
Keyphrases
- sensitivity analysis
- reinforcement learning
- medical care
- electronic medical record
- function approximation
- managerial insights
- initial stage
- influence diagrams
- information systems
- state space
- reinforcement learning algorithms
- health care
- medical practitioners
- chronic disease
- model free
- variational inequalities
- markov decision processes
- temporal difference
- biomedical informatics
- multi agent
- medical information
- information technology
- optimal policy
- learning algorithm
- machine learning
- linear program
- viewpoint
- learning process
- electronic health records
- decision variables
- dynamic programming
- linear programming