Robust Support Vector Machines for Imbalanced and Noisy Data via Benders Decomposition

Seyed Mojtaba Mohasel, Hamidreza Koosha

This study introduces a novel formulation to enhance Support Vector Machines (SVMs) in handling class imbalance and noise. Unlike the conventional Soft Margin SVM, which penalizes…