Exponential savings in agnostic active learning through abstention.
Nikita PuchkinNikita ZhivotovskiyPublished in: COLT (2021)
Keyphrases
- active learning
- learning strategies
- semi supervised
- labeled data
- training examples
- machine learning
- learning algorithm
- experimental design
- supervised learning
- selective sampling
- imbalanced data classification
- transfer learning
- unlabeled data
- semi supervised learning
- online learning
- training set
- random sampling
- linear complexity
- active learning strategies
- pool based active learning
- class imbalance
- batch mode
- neural network
- database