Exact-Approximate Bayesian Inference for Gaussian Processes.
Maurizio FilipponeMark A. GirolamiPublished in: CoRR (2013)
Keyphrases
- gaussian processes
- bayesian inference
- hyperparameters
- gaussian process
- expectation propagation
- covariance function
- probabilistic model
- prior information
- variational bayes
- gaussian process regression
- bayesian methods
- bayesian model
- multi task learning
- posterior distribution
- variational inference
- gaussian process models
- model selection
- multi task
- bayesian framework
- cross validation
- regression model
- non stationary
- generative model
- prior knowledge
- bayesian models
- search space
- data sets