A BERT-based transfer learning approach to text classification on software requirements specifications.
Derya KiciGarima MalikMucahit CevikDevang ParikhAyse BasarPublished in: Canadian Conference on AI (2021)
Keyphrases
- transfer learning
- text classification
- software requirements
- requirements specification
- written in natural language
- labeled data
- functional requirements
- systems development
- text categorization
- software systems
- software development
- learning tasks
- text mining
- development process
- software architecture
- cross domain
- knowledge transfer
- requirements engineering
- knowledge based systems
- feature selection
- software engineering
- machine learning
- sentiment analysis
- cross domain text classification
- domain adaptation
- unlabeled data
- semi supervised learning
- knn
- unsupervised learning
- sentiment classification
- transfer knowledge
- metamodel
- target domain
- natural language processing
- databases
- k nearest neighbor
- knowledge acquisition
- information extraction
- learning algorithm
- data mining