Reinforcement Learning with Action-Derived Rewards for Chemotherapy and Clinical Trial Dosing Regimen Selection.
Gregory YauneyPratik ShahPublished in: MLHC (2018)
Keyphrases
- reinforcement learning
- clinical trials
- reward shaping
- action selection
- action space
- markov decision processes
- reinforcement learning algorithms
- decision support system
- cancer patients
- breast cancer
- model free
- partially observable domains
- electronic health records
- state space
- agent learns
- learning process
- breast cancer patients
- experimental design
- optimal policy
- upper bound
- dynamic programming
- learning algorithm
- machine learning
- reward function
- data sets
- active learning