A multi-class SVM approach based on the l1-norm minimization of the distances between the reduced convex hulls

作者：

Highlights：

• Novel linear programming approach for multi-class SVM.

• A geometrically grounded method based on the concept of reduced convex hulls.

• Good classification performance is achieved with short running times.

摘要

Highlights•Novel linear programming approach for multi-class SVM.•A geometrically grounded method based on the concept of reduced convex hulls.•Good classification performance is achieved with short running times.

论文关键词：Multi-class classification,Support vector machines,Linear programming

论文评审过程：Received 25 July 2014, Revised 29 November 2014, Accepted 8 December 2014, Available online 17 December 2014.

论文官网地址：https://doi.org/10.1016/j.patcog.2014.12.006