Improving effort-aware defect prediction by directly learning to rank software modules.
Xiao YuJiqing RaoLei LiuGuancheng LinWenhua HuJacky Wai KeungJunwei ZhouJianwen XiangPublished in: Inf. Softw. Technol. (2024)
Keyphrases
- learning to rank
- software modules
- development effort
- defect prediction
- ranking functions
- loss function
- information retrieval
- evaluation measures
- learning to rank algorithms
- ranking svm
- evaluation metrics
- software components
- document retrieval
- supervised learning
- collaborative filtering
- software development
- test collection
- retrieval systems
- software systems
- web search engines
- building blocks
- software repositories
- semi supervised
- active learning
- support vector
- case study
- information systems