When Does Active Learning Work?
Lewis P. G. EvansNiall M. AdamsChristoforos AnagnostopoulosPublished in: IDA (2013)
Keyphrases
- active learning
- random sampling
- machine learning
- learning algorithm
- selective sampling
- semi supervised
- supervised learning
- learning strategies
- class imbalance
- semi supervised learning
- training examples
- annotation effort
- training set
- relevance feedback
- active learning strategies
- batch mode
- generalization error
- batch mode active learning
- transfer learning
- labeled data
- reinforcement learning
- learning process
- support vector
- website
- query by committee
- genetic algorithm
- databases