Marcos M. Raimundo

Multi-criteria analysis involving Pareto-optimal misclassification tradeoffs on imbalanced datasets

2020

On binary classification, the goal of minimizing the false positive and false negative rates creates a conflict, being impossible to optimize both simultaneously. This challenge is even more significant on imbalanced classification datasets since an …