Benchmarking regression methods for function approximation in reinforcement learning: heat pump control.
Brida V. MbuwirFred SpiessensGeert DeconinckPublished in: ISGT Europe (2019)
Keyphrases
- function approximation
- reinforcement learning
- regression methods
- regression model
- linear regression
- temporal difference
- temporal difference learning
- function approximators
- reinforcement learning algorithms
- model free
- optimal control
- radial basis function
- control policy
- logistic regression
- temporal difference methods
- learning tasks
- action selection
- state space
- partial least squares
- support vector
- markov decision processes
- rbf neural network
- unsupervised learning
- nearest neighbor
- artificial neural networks
- learning algorithm
- machine learning
- td learning
- neural network