Accelerating pseudo-marginal MCMC using Gaussian processes.
Christopher C. DrovandiMatthew T. MooresRichard J. BoysPublished in: Comput. Stat. Data Anal. (2018)
Keyphrases
- gaussian processes
- dirichlet process
- gaussian process
- posterior distribution
- markov chain monte carlo
- hyperparameters
- approximate inference
- probability distribution
- gaussian process regression
- multi task learning
- bayesian methods
- expectation propagation
- covariance function
- gaussian process models
- human pose estimation
- multi task
- bayesian framework
- cross validation
- generative model
- em algorithm
- bayesian inference
- regression model
- probabilistic model
- feature selection