Model Selection with Near Optimal Rates for Reinforcement Learning with General Model Classes.
Avishek GhoshSayak Ray ChowdhuryKannan RamchandranPublished in: CoRR (2021)
Keyphrases
- model selection
- parameter estimation
- cross validation
- bayesian learning
- reinforcement learning
- automatic model selection
- information criterion
- machine learning
- probabilistic model
- learning algorithm
- statistical inference
- mixture model
- sample size
- gaussian mixture model
- hyperparameters
- generalization error
- regression model
- probability model
- error estimation
- maximum likelihood
- upper bound