Solving class imbalance problem using bagging, boosting techniques, with and without using noise filtering method

Abstract

In numerous real-world applications/domains, the class imbalance problem is prevalent/hot topic to focus. In various existing work, for solving class imbalance problem, almost data is labeled as one class called majority class, while fewer data is la