Agnostic active learning.
Maria-Florina BalcanAlina BeygelzimerJohn LangfordPublished in: ICML (2006)
Keyphrases
- active learning
- learning strategies
- machine learning
- learning algorithm
- selective sampling
- training set
- experimental design
- pool based active learning
- random sampling
- online learning
- sample complexity
- cost sensitive
- unlabeled data
- semi supervised
- batch mode active learning
- labeled data
- query by committee
- supervised learning
- active learning strategies
- sample selection
- evolutionary algorithm
- learning process
- class imbalance
- training examples
- annotation effort
- imbalanced data classification
- generalization error
- transfer learning
- neural network
- semi supervised learning
- decision trees
- computer vision
- information retrieval
- data mining