Beyond Disagreement-based Agnostic Active Learning.
Chicheng ZhangKamalika ChaudhuriPublished in: CoRR (2014)
Keyphrases
- active learning
- semi supervised
- machine learning
- random sampling
- learning strategies
- sample selection
- learning algorithm
- learning process
- unlabeled data
- training set
- batch mode active learning
- training examples
- semi supervised learning
- labeled data
- class imbalance
- supervised learning
- experimental design
- selective sampling
- sample complexity
- active learning strategies
- generalization error
- pool based active learning
- cost sensitive
- learning problems
- online learning
- relevance feedback
- transfer learning
- small number
- evolutionary algorithm
- website
- computer vision
- labeling effort
- query by committee
- genetic algorithm
- information retrieval