Uncertainty-based active learning with instability estimation for text classification.
Jingbo ZhuMatthew Y. MaPublished in: ACM Trans. Speech Lang. Process. (2012)
Keyphrases
- text classification
- active learning
- labeled data
- machine learning
- text categorization
- unlabeled data
- bag of words
- transfer learning
- feature selection
- multi label
- semi supervised
- text mining
- naive bayes
- semantic features
- n gram
- learning strategies
- text documents
- sentiment analysis
- estimation algorithm
- selective sampling
- text classification tasks
- experimental design
- pairwise
- active learning strategies
- uncertain data
- databases
- imbalanced data classification
- text data
- random sampling
- supervised learning
- knn
- decision trees
- learning algorithm
- information retrieval
- neural network