The Relationship Between Agnostic Selective Classification, Active Learning and the Disagreement Coefficient.
Roei GelbhartRan El-YanivPublished in: J. Mach. Learn. Res. (2019)
Keyphrases
- active learning
- selective sampling
- supervised learning
- training set
- batch mode active learning
- class imbalance
- automatic classification
- classification accuracy
- machine learning
- decision trees
- annotation effort
- classification process
- classification systems
- classification scheme
- random sampling
- pattern recognition
- cost sensitive
- classification method
- preprocessing
- classification algorithm
- semi supervised
- random selection
- image classification
- data mining
- feature space
- labeling effort
- sample selection
- learning algorithm
- support vector machine
- class labels
- feature selection
- e learning
- unsupervised learning
- classification models
- semi supervised learning
- classification rules
- benchmark datasets