Agnostic active learning.
Maria-Florina BalcanAlina BeygelzimerJohn LangfordPublished in: J. Comput. Syst. Sci. (2009)
Keyphrases
- active learning
- learning strategies
- machine learning
- learning algorithm
- random sampling
- online learning
- semi supervised
- relevance feedback
- supervised learning
- active learning strategies
- labeled data
- sample selection
- unlabeled data
- class imbalance
- imbalanced data classification
- query by committee
- annotation effort
- selective sampling
- batch mode active learning
- neural network
- experimental design
- training examples
- learning process
- training set
- generalization error
- semi supervised learning
- support vector
- bayesian networks
- knowledge base