Double distribution support vector machine

Fanyong Cheng, Jing Zhang, Zuoyong Li, Mingzhu Tang

Abstract: Highlights•Sample mean is generally the simplest feasible description of samples.•Margin distribution can characterize the generalization performance.•Double Distribution Support Vector Machine (DDSVM) maximizes the margin distribution of two classes sample means.•DDSVM can obtain efficient and more balanced classification performance.