Classification Active Learning Based on Mutual Information.
Jamshid SouratiMurat AkçakayaJennifer G. DyTodd K. LeenDeniz ErdogmusPublished in: Entropy (2016)
Keyphrases
- mutual information
- active learning
- selective sampling
- machine learning
- feature selection
- information theoretic
- classification method
- pattern recognition
- training set
- automatic classification
- batch mode active learning
- parzen window
- classification scheme
- pattern classification
- support vector machine svm
- feature extraction
- image classification
- decision rules
- supervised learning
- image registration
- medical image registration
- support vector machine
- classification systems
- classification accuracy
- rare class
- random selection
- similarity measure
- random sampling
- classification algorithm
- training samples
- text classification
- class imbalance
- support vector
- classification rules
- learning environment
- machine learning methods
- benchmark datasets
- conditional mutual information
- active learning framework