Active Learning with Misclassification Sampling Using Diverse Ensembles Enhanced by Unlabeled Instances.
Jun LongJianping YinEn ZhuWentao ZhaoPublished in: PAKDD (2008)
Keyphrases
- unlabeled instances
- active learning
- random sampling
- cost sensitive
- unlabeled data
- base classifiers
- training instances
- semi supervised
- labeled data
- labeled instances
- training set
- semi supervised learning
- ensemble learning
- supervised learning
- training examples
- error rate
- misclassification costs
- labeled examples
- learning algorithm
- ensemble methods
- class distribution
- multi instance
- naive bayes
- generalization error
- class imbalance
- decision trees
- transfer learning
- machine learning
- learning process
- active learner
- random selection
- classifier ensemble
- test instances
- prior knowledge
- multi class
- binary classification
- small number