Software defect prediction with imbalanced distribution by radius-synthetic minority over-sampling technique.
Shikai GuoJian DongHui LiJiahui WangPublished in: J. Softw. Evol. Process. (2021)
Keyphrases
- software defect prediction
- imbalanced data
- class imbalance
- minority class
- class distribution
- class imbalanced
- ensemble learning
- cost sensitive
- sampling methods
- support vector machine
- cost sensitive learning
- active learning
- ensemble methods
- classification models
- misclassification costs
- data distribution
- svm classifier
- training data
- random forest
- high dimensionality
- nearest neighbour
- ensemble classifier
- test set
- multi class
- neural network
- generalization ability
- linear regression
- decision boundary
- classification algorithm
- semi supervised
- decision trees