Robustness Guarantees for Bayesian Inference with Gaussian Processes.
Luca CardelliMarta KwiatkowskaLuca LaurentiAndrea PatanePublished in: CoRR (2018)
Keyphrases
- bayesian inference
- gaussian processes
- hyperparameters
- gaussian process
- probabilistic model
- posterior distribution
- prior information
- variational bayes
- covariance function
- gaussian process regression
- bayesian methods
- multi task learning
- variational inference
- bayesian model
- particle filter
- gaussian process models
- expectation propagation
- bayesian models
- bayesian learning
- multi task
- maximum likelihood
- graphical models
- training data
- clustering algorithm