Gaussian Process Bandit Optimisation with Multi-fidelity Evaluations.
Kirthevasan KandasamyGautam DasarathyJunier B. OlivaJeff G. SchneiderBarnabás PóczosPublished in: NIPS (2016)
Keyphrases
- gaussian process
- gaussian processes
- gaussian process regression
- regression model
- model selection
- bayesian framework
- approximate inference
- latent variables
- dynamical model
- hyperparameters
- semi supervised
- expectation propagation
- gaussian process models
- covariance function
- random sampling
- marginal likelihood
- data sets
- gaussian process classification
- genetic algorithm
- sparse approximations
- cross validation
- generative model
- machine learning