Bayesian Active Learning with Fully Bayesian Gaussian Processes.
Christoffer RiisFrancisco N. AntunesFrederik Boe HüttelCarlos Lima AzevedoFrancisco Câmara PereiraPublished in: CoRR (2022)
Keyphrases
- fully bayesian
- gaussian processes
- gaussian process
- active learning
- semi supervised
- hyperparameters
- random sampling
- regression model
- latent variables
- bayesian framework
- learning algorithm
- model selection
- posterior distribution
- maximum likelihood
- supervised learning
- approximate inference
- probabilistic model
- learning process
- training set
- semi supervised learning
- generative model
- labeled data
- transfer learning
- bayesian inference
- machine learning
- higher order
- pairwise