Near-optimal Bayesian Active Learning with Correlated and Noisy Tests.
Yuxin ChenSeyed Hamed HassaniAndreas KrausePublished in: AISTATS (2017)
Keyphrases
- active learning
- learning strategies
- label noise
- bayesian inference
- pool based active learning
- bayesian networks
- bayesian learning
- bayesian decision
- data driven
- gaussian processes
- noisy data
- training examples
- semi supervised
- learning algorithm
- imbalanced data classification
- cost sensitive
- batch mode
- active learning strategies
- experimental design
- random sampling
- incomplete data
- relevance feedback
- learning process
- machine learning
- highly correlated
- data mining
- posterior probability
- noisy environments
- test data
- sample selection
- maximum likelihood
- supervised learning