Active Learning with Automatic Soft Labeling for Induction of Decision Trees.
Jiang SuJelber Sayyad-ShirabadStan MatwinJin HuangPublished in: Canadian Conference on AI (2009)
Keyphrases
- active learning
- decision trees
- machine learning
- version space
- rule induction
- constructive induction
- active learning strategies
- training set
- learning algorithm
- semi supervised
- batch mode active learning
- predictive accuracy
- semi supervised learning
- learning strategies
- learning process
- selective sampling
- multivariate decision trees
- random sampling
- semi automatic
- fully automatic
- decision rules
- inductive learning
- machine learning algorithms
- naive bayes
- sample selection
- active sampling
- oblique decision trees
- decision tree induction
- induction algorithms
- unlabeled data
- labeled data
- image segmentation
- attribute selection
- experimental design
- decision forest
- inductive logic programming
- transfer learning
- training examples
- labeling effort
- data mining