Active learning for enumerating local minima based on Gaussian process derivatives.
Yu InatsuDaisuke SugitaKazuaki ToyouraIchiro TakeuchiPublished in: CoRR (2019)
Keyphrases
- gaussian process
- active learning
- semi supervised
- gaussian processes
- hyperparameters
- random sampling
- gaussian process regression
- higher order
- bayesian framework
- approximate inference
- model selection
- latent variables
- regression model
- learning algorithm
- simulated annealing
- gaussian process classification
- training set
- learning process
- covariance function
- expectation propagation
- supervised learning
- search space
- sparse approximations
- machine learning
- pairwise
- gaussian process models
- data sets
- prior information
- marginal likelihood
- learning environment