Active Learning for Classification With Abstention.
Shubhanshu ShekharMohammad GhavamzadehTara JavidiPublished in: IEEE J. Sel. Areas Inf. Theory (2021)
Keyphrases
- active learning
- selective sampling
- supervised learning
- automatic classification
- machine learning
- pattern classification
- pattern recognition
- support vector machine svm
- image classification
- classification accuracy
- feature space
- classification process
- feature selection
- class imbalance
- classification models
- classification scheme
- support vector machine
- feature extraction
- classification method
- classification algorithm
- random sampling
- classification systems
- cost sensitive
- batch mode active learning
- decision trees
- training data
- learning environment
- unsupervised learning
- support vector
- preprocessing
- feature vectors
- feature set
- data sets
- random selection
- training set
- learning process
- machine learning algorithms
- incremental learning
- text classification
- classification rules
- labeled data
- svm classifier
- class labels
- learning strategies
- benchmark datasets