An anomaly-based intrusion detection system in presence of benign outliers with visualization capabilities
作者：
Highlights：
• Taking into consideration benign outliers into IDS design.
• Improving SOM for anomaly visualization in presence of benign outliers.
• Introducing a new visualization by SOM without additional computational costs.
• Several datasets are evaluated to show the detection efficiency and accuracy.
• Comparison with several existing methods has been done.
摘要
•Taking into consideration benign outliers into IDS design.•Improving SOM for anomaly visualization in presence of benign outliers.•Introducing a new visualization by SOM without additional computational costs.•Several datasets are evaluated to show the detection efficiency and accuracy.•Comparison with several existing methods has been done.
论文关键词：Anomaly detection,Intrusion detection system,Benign outlier,Visualization,Self-Organizing map
论文评审过程：Received 18 December 2017, Revised 15 April 2018, Accepted 28 April 2018, Available online 1 May 2018, Version of Record 4 May 2018.
论文官网地址：https://doi.org/10.1016/j.eswa.2018.04.038
