Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes.
Ben CalderheadMark A. GirolamiNeil D. LawrencePublished in: NIPS (2008)
Keyphrases
- bayesian inference
- gaussian processes
- hyperparameters
- gaussian process
- differential equations
- prior information
- probabilistic model
- gaussian process regression
- variational bayes
- posterior distribution
- bayesian model
- covariance function
- variational inference
- bayesian methods
- multi task learning
- particle filter
- gaussian process models
- dynamical systems
- multi task
- active learning
- image processing
- steady state
- graphical models