Initial training data selection for active learning.
Weiwei YuanYongkoo HanDonghai GuanSungyoung LeeYoung-Koo LeePublished in: ICUIMC (2011)
Keyphrases
- active learning
- training data
- sample selection
- training examples
- training set
- supervised learning
- annotation effort
- learning algorithm
- data sets
- labeled data
- unlabeled data
- training samples
- test set
- generalization error
- learning strategies
- semi supervised
- machine learning
- decision trees
- random sampling
- semi supervised learning
- learning process
- pairwise
- class distribution
- selection strategy
- experimental design
- class labels
- test data
- selection algorithm
- labeled examples
- initial set
- selective sampling
- classification accuracy
- label noise
- active learning strategies
- stratified sampling