Efficient Sampling for Gaussian Process Inference using Control Variables.
Michalis K. TitsiasNeil D. LawrenceMagnus RattrayPublished in: NIPS (2008)
Keyphrases
- gaussian process
- gaussian processes
- gaussian process regression
- hyperparameters
- variational inference
- covariance function
- bayesian framework
- approximate inference
- model selection
- expectation propagation
- regression model
- bayesian inference
- random sampling
- bayesian networks
- dynamic bayesian networks
- gaussian process models
- markov chain monte carlo
- latent variables
- exact inference
- parameter space
- generative model
- semi supervised
- support vector