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: Artif. Intell. Medicine (2014)
Keyphrases
- reinforcement learning
- medical care
- medical treatment
- optimization algorithm
- clinical studies
- therapy planning
- function approximation
- medical doctors
- clinical diagnosis
- optimization problems
- clinical information
- chronic disease
- model free
- clinically relevant
- cancer patients
- state space
- reinforcement learning algorithms
- quality assessment
- genetic algorithm
- temporal abstractions
- disease progression
- patient data
- machine learning
- optimization method
- markov decision processes
- dynamic programming
- evolutionary algorithm