Explainable Reinforcement Learning-based Home Energy Management Systems using Differentiable Decision Trees.
Gargya GokhaleBert ClaessensChris DevelderPublished in: CoRR (2024)
Keyphrases
- decision trees
- management system
- reinforcement learning
- machine learning
- energy consumption
- objective function
- function approximation
- learning algorithm
- decision tree induction
- predictive accuracy
- state space
- random forest
- smart home
- energy minimization
- decision rules
- temporal difference
- reinforcement learning algorithms
- loss function
- naive bayes
- database management systems
- training set
- rule induction
- model free
- action selection
- classification rules
- learning process
- data mining methods
- optimal policy
- machine learning algorithms
- pairwise
- training data
- function approximators
- robotic control
- resource management
- wireless sensor networks
- attribute selection
- decision tree algorithm
- home network