Lenient Regret and Good-Action Identification in Gaussian Process Bandits.
Xu CaiSelwyn GomesJonathan ScarlettPublished in: ICML (2021)
Keyphrases
- gaussian process
- gaussian processes
- latent variables
- model selection
- regression model
- approximate inference
- gaussian process regression
- gaussian process classification
- regret bounds
- semi supervised
- bayesian framework
- hyperparameters
- multi armed bandit problems
- expectation propagation
- lower bound
- covariance function
- gaussian process models
- bayesian inference
- online learning
- cross validation
- probabilistic model
- multi armed bandit
- sparse approximations
- active learning