Yinfeng Chen

Deep Principal Support Vector Machines for Nonlinear Sufficient Dimension Reduction

The normal vectors obtained from the support vector machine (SVM) method offer the potential to achieve sufficient dimension reduction in both classification and regression scenarios. Motivated by it, we in this paper introduce a unified framework for nonlinear sufficient dimension reduction based o…