Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees.
Edgar JaberVincent BlotNicolas J.-B. BrunelVincent ChabridonEmmanuel RemyBertrand IoossDidier LucorMathilde MougeotAlessandro LeitePublished in: CoRR (2024)
Keyphrases
- gaussian process
- gaussian processes
- model selection
- gaussian process regression
- semi supervised
- regression model
- approximate inference
- bayesian framework
- latent variables
- gaussian process classification
- hyperparameters
- expectation propagation
- dynamical model
- covariance function
- sparse approximations
- data sets
- bayesian inference
- closed form
- cross validation
- pairwise
- lower bound
- marginal likelihood
- gaussian process models
- similarity measure