Convergence Guarantees for Gaussian Process Means With Misspecified Likelihoods and Smoothness.
George WynneFrançois-Xavier BriolMark GirolamiPublished in: J. Mach. Learn. Res. (2021)
Keyphrases
- gaussian process
- likelihood function
- gaussian processes
- regression model
- semi supervised
- gaussian process regression
- approximate inference
- latent variables
- gaussian process classification
- hyperparameters
- bayesian framework
- dynamical model
- model selection
- gaussian process models
- prior information
- sparse approximations
- maximum likelihood
- closed form
- random variables
- error rate
- marginal likelihood
- posterior probability
- expectation propagation
- learning algorithm
- generative model
- image processing