Oversampling techniques for imbalanced data in regression.
Samir Brahim BelhaouariAshhadul IslamKhelil KassoulAla I. Al-FuqahaAbdesselam BouzerdoumPublished in: Expert Syst. Appl. (2024)
Keyphrases
- imbalanced data
- linear regression
- class imbalance
- minority class
- majority class
- regression problems
- sampling methods
- feature selection
- class distribution
- least squares
- imbalanced datasets
- ensemble methods
- base learners
- cost sensitive
- nearest neighbour
- support vector machine
- decision trees
- model selection
- ensemble learning
- random forest
- classification models
- decision boundary
- random forests
- cost sensitive learning
- active learning
- support vector