Heterogeneous Uncertainty Sampling for Supervised Learning.
David D. LewisJason CatlettPublished in: ICML (1994)
Keyphrases
- supervised learning
- uncertainty sampling
- active learning
- query by committee
- cost sensitive
- experimental design
- machine learning
- training set
- learning algorithm
- semi supervised
- random sampling
- semi supervised learning
- unlabeled data
- unsupervised learning
- labeled data
- training examples
- generalization error
- learning problems
- training data
- training samples
- class labels
- data sets
- ensemble members
- maximum entropy
- decision trees
- minimize total