Marginal and Joint Cross-Entropies & Predictives for Online Bayesian Inference, Active Learning, and Active Sampling.
Andreas KirschJannik KossenYarin GalPublished in: CoRR (2022)
Keyphrases
- bayesian inference
- active sampling
- active learning
- selective sampling
- online learning
- probabilistic model
- prior information
- uncertainty sampling
- random sampling
- hyperparameters
- feature selection
- machine learning
- free form
- learning to rank
- learning algorithm
- expectation propagation
- labeled data
- supervised learning
- semi supervised
- generalization error
- ranking functions
- transfer learning
- class imbalance
- particle filter
- relevance feedback
- semi supervised learning
- markov chain monte carlo
- sampling methods
- online algorithms