Epistemic Uncertainty Sampling.
Vu-Linh NguyenSébastien DesterckeEyke HüllermeierPublished in: DS (2019)
Keyphrases
- uncertainty sampling
- active learning
- cost sensitive
- experimental design
- random sampling
- misclassification costs
- ensemble members
- probability estimates
- maximum entropy
- multi class
- logistic regression
- semi supervised
- minimize total
- class distribution
- ensemble methods
- learning algorithm
- learning process
- supervised learning
- game play
- class imbalance
- data sets
- learning experience
- sampling algorithm
- training examples
- empirical studies
- feature selection