ACTOR: Active Learning with Annotator-specific Classification Heads to Embrace Human Label Variation.
Xinpeng WangBarbara PlankPublished in: CoRR (2023)
Keyphrases
- e learning
- active learning
- active learning framework
- selective sampling
- learning process
- class labels
- pattern recognition
- supervised learning
- machine learning
- learning environment
- automatic classification
- text classification
- feature vectors
- class imbalance
- labeling effort
- support vector machine svm
- classification algorithm
- batch mode active learning
- support vector machine
- unsupervised learning
- learning algorithm
- decision trees
- label noise
- classification method
- pattern classification
- human subjects
- data sets
- domain specific
- random selection
- high level
- classification scheme
- feature extraction
- support vector
- classification models
- training set
- decision rules
- benchmark datasets
- semi supervised