Oversampling and Downsampling with Core-Boundary Awareness: A Data Quality-Driven Approach

Samir Brahim Belhaouari, Yunis Carreon Kahalan, Humaira Shaffique +2

The effectiveness of machine learning models, particularly in unbalanced classification tasks, is often hindered by the failure to differentiate between critical instances near the…