Feedback-driven multiclass active learning for data streams.
Yu ChengZhengzhang ChenLu LiuJiang WangAnkit AgrawalAlok N. ChoudharyPublished in: CIKM (2013)
Keyphrases
- multi class
- data streams
- active learning
- cost sensitive
- multiclass problems
- support vector machine
- concept drift
- multi class classification
- multiple classes
- pairwise
- multiclass classification
- binary classification
- semi supervised
- data sets
- binary classification problems
- binary classifiers
- perceptron algorithm
- active learning strategies
- learning algorithm
- machine learning
- training examples
- multi class problems
- training set
- multi class classifier
- error correcting output codes
- cost sensitive learning
- multiclass learning
- misclassification costs
- generalization error
- random sampling
- multi task
- base classifiers
- transfer learning
- unlabeled data
- model selection
- learning process
- feature space
- face recognition
- feature selection