The Sample Complexity of Self-Verifying Bayesian Active Learning.
Liu YangSteve HannekeJaime G. CarbonellPublished in: AISTATS (2011)
Keyphrases
- active learning
- supervised learning
- machine learning
- bayesian networks
- semi supervised
- random sampling
- learning strategies
- active learning strategies
- bayesian estimation
- bayesian learning
- selective sampling
- relevance feedback
- transfer learning
- gaussian processes
- experimental design
- bayesian decision
- imbalanced data classification
- pool based active learning
- database
- bayesian methods
- model checking
- unlabeled data
- learning process
- data sets