Oracle Inequalities for Model Selection in Offline Reinforcement Learning.
Jonathan N. LeeGeorge TuckerOfir NachumBo DaiEmma BrunskillPublished in: NeurIPS (2022)
Keyphrases
- model selection
- reinforcement learning
- cross validation
- machine learning
- hyperparameters
- bayesian learning
- parameter estimation
- regression model
- feature selection
- generalization error
- gaussian process
- statistical learning
- meta learning
- mixture model
- learning algorithm
- selection criterion
- motion segmentation
- error estimation
- bayesian methods
- statistical inference
- information criterion
- model selection criteria
- variable selection
- sample size
- supervised learning
- leave one out cross validation
- state space
- learning problems
- transfer learning
- support vector machine
- bayesian networks