Multi class SVM algorithm with active learning for network traffic classification

作者：

Highlights：

• First, NOC_SET standard data set is constructed.

• Second, some flow features are proposed in this paper.

• Third, this paper proposes an improved SVM algorithm, CMSVM.

• Finally, this paper gives out Appendix A which is detailed derived for some equals.

摘要

•First, NOC_SET standard data set is constructed.•Second, some flow features are proposed in this paper.•Third, this paper proposes an improved SVM algorithm, CMSVM.•Finally, this paper gives out Appendix A which is detailed derived for some equals.

论文关键词：Traffic classification,NETFLOW flow,Imbalance problem,Machine learning,SVM,CMSVM

论文评审过程：Received 16 October 2019, Revised 11 February 2021, Accepted 6 March 2021, Available online 11 March 2021, Version of Record 31 March 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.114885