Uncertainty sampling and transductive experimental design for active dual supervision.
Vikas SindhwaniPrem MelvilleRichard D. LawrencePublished in: ICML (2009)
Keyphrases
- uncertainty sampling
- experimental design
- active learning
- semi supervised
- unlabeled data
- labeled data
- empirical studies
- semi supervised learning
- text classification
- sample size
- machine learning
- learning strategies
- support vector
- data sets
- feature selection
- class imbalance
- training examples
- ensemble members
- virtual learning environments
- random sampling
- multi class
- bayesian networks
- supervised learning
- pairwise