When does Active Learning Work?
Lewis P. G. EvansNiall M. AdamsChristoforos AnagnostopoulosPublished in: CoRR (2014)
Keyphrases
- active learning
- learning strategies
- random sampling
- selective sampling
- supervised learning
- imbalanced data classification
- learning algorithm
- training set
- training examples
- machine learning
- online learning
- relevance feedback
- learning process
- semi supervised
- data sets
- pool based active learning
- query by committee
- class imbalance
- labeled data
- search algorithm
- experimental design
- sample complexity
- knowledge base
- active learning strategies
- k means
- annotation effort
- batch mode active learning
- semi supervised learning