Improved Hybrid Bag-Boost Ensemble With K-Means-SMOTE–ENN Technique for Handling Noisy Class Imbalanced Data

• Published in: Computer journal Vol. 65; no. 1; pp. 124 - 138
• Main Authors: Puri, Arjun, Kumar Gupta, Manoj
• Format: Journal Article
• Language: English
• Published: Oxford University Press 01.01.2022
• Subjects: class imbalance; noisy imbalanced datasets; ensemble techniques; hybrid bag-boost technique

Abstract A class imbalance problem plays a vital role while dealing with classes with rare number of instances. Noisy class imbalanced datasets create considerable effect on the machine learning classification of classes. Data resampling techniques commonly used for handling class imbalance problem...