Margin-based active learning for structured predictions.
Kevin SmallDan RothPublished in: Int. J. Mach. Learn. Cybern. (2010)
Keyphrases
- active learning
- generalization error
- unlabeled data
- learning algorithm
- multi class
- machine learning
- semi supervised
- learning strategies
- experimental design
- structured data
- imbalanced data classification
- class imbalance
- random sampling
- transfer learning
- training examples
- neural network
- labeled data
- binary classification
- sample complexity
- selective sampling
- data sets