Optimization of anemia treatment in hemodialysis patients via reinforcement learning.
Pablo Escandell-MonteroMilena ChermisiJosé María Martínez-MartínezJuan Gómez-SanchísCarlo BarbieriEmilio Soria-OlivasFlavio MariJoan Vila-FrancésAndrea StopperEmanuele GattiJosé David Martín-GuerreroPublished in: CoRR (2015)
Keyphrases
- reinforcement learning
- medical care
- optimization problems
- optimization algorithm
- medical treatment
- medical doctors
- therapy planning
- clinical studies
- clinical diagnosis
- multi agent
- cancer patients
- electronic medical record
- temporal abstractions
- learning algorithm
- clinical information
- disease progression
- blood pressure
- reinforcement learning algorithms
- evolutionary algorithm
- clinical data
- optimization method
- state space
- markov decision processes
- liver disease
- machine learning
- dynamic programming
- normal subjects
- clinically relevant
- diagnostic tool
- function approximation
- model free
- intensive care
- chronic disease