NMF-NAD: Detecting network-wide traffic anomaly based on NMF

被引：0
|
作者：
Wei, Xiang-Lin [1 ]
Chen, Ming [1 ]
Zhang, Guo-Min [1 ]
Huang, Jian-Jun [1 ]
机构：
[1] Institute of Command Automation, PLA University of Science and Technology, Nanjing 210007, China
来源：
Tongxin Xuebao/Journal on Communications | 2012年 / 33卷 / 04期
关键词：
Matrix algebra;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A non-negative matrix factorization (NMF) based network wide traffic anomalies detection (NMF-NAD) method was proposed. NMF-NAD firstly reconstructed the traffic matrix in the non-negative sub-space, and then detected the anomalies through Shewhart control chart based on the reconstruction error. Experimental results on both simulation and Abilene data show that NMF-NAD can achieve high detection accuracy with low complexity.
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收藏
页码：54 / 61
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