Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation.
Henry B. MossSebastian W. OberVictor PichenyPublished in: AISTATS (2023)
Keyphrases
- gaussian processes
- high throughput
- relevance vector machine
- covariance function
- microarray
- gaussian process
- bayesian approaches
- gaussian process regression
- hyperparameters
- data acquisition
- gaussian process models
- multi task
- multi class
- mass spectrometry
- learning tasks
- bayesian inference
- machine learning
- cross validation
- regression model
- model selection
- high dimensional
- pairwise
- support vector
- decision trees