An efficient online active learning algorithm for binary classification.
Dehua LiuPeng ZhangQinghua ZhengPublished in: Pattern Recognit. Lett. (2015)
Keyphrases
- binary classification
- learning problems
- learning algorithm
- generalization error
- multi class
- multi class classification
- support vector
- machine learning algorithms
- cost sensitive
- active learning
- support vector machine
- multi label
- supervised learning
- learning tasks
- prediction accuracy
- machine learning
- model selection
- cross validation
- reinforcement learning
- training data
- ensemble methods
- class imbalance
- multi task learning
- binary classifiers
- upper bound
- kernel methods
- sample size
- training examples
- benchmark datasets
- learning process
- feature extraction
- image segmentation
- decision trees