GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation.
Edward MeedsMax WellingPublished in: UAI (2014)
Keyphrases
- gaussian process
- expectation propagation
- gaussian processes
- marginal likelihood
- regression model
- gaussian process classification
- gaussian process regression
- approximate inference
- hyperparameters
- fully bayesian
- covariance function
- bayesian inference
- model selection
- semi supervised
- bayesian framework
- posterior distribution
- sparse approximations
- sparse approximation
- latent variables
- gaussian process models
- density estimation
- posterior probability
- maximum likelihood
- cross validation
- support vector
- prior information
- data sets
- bayesian networks