Active learning: an empirical study of common baselines.
Maria Eugenia Ramirez-LoaizaManali SharmaGeet KumarMustafa BilgicPublished in: Data Min. Knowl. Discov. (2017)
Keyphrases
- active learning
- imbalanced data classification
- random sampling
- annotation effort
- selective sampling
- learning strategies
- semi supervised
- active learning strategies
- learning algorithm
- training set
- relevance feedback
- supervised learning
- batch mode active learning
- database
- unlabeled data
- transfer learning
- machine learning
- class imbalance
- pool based active learning
- online learning
- sample selection
- learning process
- information systems
- data mining
- neural network