Exploiting unlabeled data in ensemble methods.
Kristin P. BennettAyhan DemirizRichard MaclinPublished in: KDD (2002)
Keyphrases
- unlabeled data
- ensemble methods
- labeled data
- ensemble learning
- semi supervised learning
- semi supervised
- prediction accuracy
- active learning
- co training
- supervised learning
- benchmark datasets
- random forests
- training data
- decision trees
- training set
- machine learning methods
- learning algorithm
- labeled and unlabeled data
- random forest
- base learners
- base classifiers
- generalization ability
- training examples
- text classification
- data points
- text categorization
- class distribution
- classifier ensemble
- machine learning
- class labels
- learning problems
- transfer learning
- ensemble classifier
- multiple models
- unsupervised learning
- neural network
- genetic programming
- feature selection
- label propagation