Batched Gaussian Process Bandit Optimization via Determinantal Point Processes.
Tarun KathuriaAmit DeshpandePushmeet KohliPublished in: CoRR (2016)
Keyphrases
- point processes
- gaussian process
- gaussian processes
- monte carlo
- hot spots
- regression model
- gaussian process regression
- approximate inference
- model selection
- bayesian framework
- latent variables
- semi supervised
- hyperparameters
- sparse approximations
- covariance function
- spatial analysis
- expectation propagation
- gaussian process models
- maximum likelihood
- image classification
- co occurrence
- random sampling
- image processing
- bayesian inference
- upper bound
- probabilistic model