Robustness Guarantees for Bayesian Inference with Gaussian Processes.
Luca CardelliMarta KwiatkowskaLuca LaurentiAndrea PatanePublished in: AAAI (2019)
Keyphrases
- bayesian inference
- gaussian processes
- hyperparameters
- gaussian process
- prior information
- probabilistic model
- gaussian process regression
- variational bayes
- bayesian methods
- bayesian model
- multi task learning
- posterior distribution
- variational inference
- covariance function
- multi task
- gaussian process models
- approximate inference
- noise level
- particle filter
- markov random field