Beyond the Mean-Field: Structured Deep Gaussian Processes Improve the Predictive Uncertainties.
Jakob LindingerDavid ReebChristoph LippertBarbara RakitschPublished in: NeurIPS (2020)
Keyphrases
- gaussian processes
- gaussian process models
- gaussian process
- gaussian process regression
- closed form
- human pose estimation
- hyperparameters
- relevance vector machine
- covariance function
- preference learning
- multi task learning
- multi task
- decision trees
- markov random field
- incomplete data
- incremental learning
- em algorithm
- worst case
- denoising
- prior knowledge