Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning.
Xuefeng PengYi DingDavid WihlOmer GottesmanMatthieu KomorowskiLi-Wei H. LehmanAndrew Slavin RossAldo FaisalFinale Doshi-VelezPublished in: AMIA (2018)
Keyphrases
- reinforcement learning
- function approximation
- machine learning
- multi agent
- support vector machine
- learning agents
- dynamic programming
- state space
- search strategies
- model free
- control strategies
- temporal difference
- reinforcement learning algorithms
- initial stage
- exploration strategy
- autonomous learning
- radiation therapy
- temporal difference learning
- learning algorithm