Multi-class Support Vector Machine classifiers using intrinsic and penalty graphs

作者：

Highlights：

• We propose a general class of multiclass SVM classifiers.

• We use generic intrinsic and penalty graphs for multiclass SVM regularization.

• A new direct solution of the regularized multiclass SVM problem is proposed.

摘要

Highlights•We propose a general class of multiclass SVM classifiers.•We use generic intrinsic and penalty graphs for multiclass SVM regularization.•A new direct solution of the regularized multiclass SVM problem is proposed.

论文关键词：Multi-class classification,Maximum margin classification,Support Vector Machine,Graph Embedding

论文评审过程：Received 6 July 2015, Revised 25 January 2016, Accepted 4 February 2016, Available online 12 February 2016, Version of Record 21 March 2016.

论文官网地址：https://doi.org/10.1016/j.patcog.2016.02.002