Near-optimal Bayesian Active Learning with Correlated and Noisy Tests.
Yuxin ChenS. Hamed HassaniAndreas KrausePublished in: CoRR (2016)
Keyphrases
- active learning
- bayesian networks
- label noise
- semi supervised
- maximum likelihood
- random sampling
- learning process
- training examples
- noise free
- data driven
- learning strategies
- bayesian inference
- imbalanced data classification
- annotation effort
- active learning strategies
- selective sampling
- bayesian learning
- maximum entropy
- learning algorithm
- machine learning
- noisy environments
- posterior distribution
- bayesian estimation
- neural network
- bayesian analysis
- training set
- bayesian decision