Uncertainty-based Active Learning with Ensemble Technique for Enhancing the Performance of Natural Language Classification with Limited Data.
Seong-Won JeonDong-Ho LeePublished in: ICTC (2023)
Keyphrases
- data sets
- natural language
- active learning
- training data
- machine learning
- uncertain data
- pattern recognition
- data collection
- support vector machine
- machine learning methods
- supervised learning
- database
- data points
- classification accuracy
- data sources
- data structure
- knowledge discovery
- dimensionality reduction
- unlabeled data
- training samples
- support vector machine svm
- high dimensional data
- machine learning algorithms
- support vector
- final classification
- concept drifting data streams