Margin Based Active Learning.
Maria-Florina BalcanAndrei Z. BroderTong ZhangPublished in: COLT (2007)
Keyphrases
- active learning
- generalization error
- unlabeled data
- labeled data
- learning algorithm
- multi class
- semi supervised
- supervised learning
- imbalanced data classification
- selective sampling
- training examples
- training set
- annotation effort
- learning strategies
- active learning strategies
- binary classification
- experimental design
- data mining
- pool based active learning
- machine learning
- sample complexity
- training data
- transfer learning
- learning process
- upper bound
- sample selection
- batch mode active learning
- semi supervised learning
- support vector machine