Active Learning of Piecewise Gaussian Process Surrogates.
Chiwoo ParkRobert WaelderBonggwon KangBenji MaruyamaSoondo HongRobert B. GramacyPublished in: CoRR (2023)
Keyphrases
- gaussian process
- active learning
- semi supervised
- gaussian processes
- hyperparameters
- random sampling
- regression model
- gaussian process regression
- bayesian framework
- approximate inference
- gaussian process classification
- model selection
- machine learning
- supervised learning
- expectation propagation
- latent variables
- training set
- labeled data
- dynamical model
- learning algorithm
- transfer learning
- learning process
- pairwise
- gaussian process models
- sparse approximations
- co occurrence
- marginal likelihood
- covariance function