A Bayesian framework for active learning.
Richard FredlundRichard M. EversonJonathan E. FieldsendPublished in: IJCNN (2010)
Keyphrases
- bayesian framework
- active learning
- prior knowledge
- generative model
- posterior probability
- hyperparameters
- maximum a posteriori
- semi supervised
- gaussian process
- learning algorithm
- random sampling
- machine learning
- bayesian model
- posterior distribution
- expectation maximization
- supervised learning
- bayesian methods
- bayesian formulation
- training set
- probability density function
- labeled data
- learning process
- prior distribution
- transfer learning
- em algorithm
- pairwise
- data sets