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Development of an early warning system for network intrusion detection using benford’s law features

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成果类型:
期刊论文、会议论文
作者:
Liuying Sun;Anthony Ho;Zhe Xia;Jiageng Chen;Mingwu Zhang
通讯作者:
Xia, Z.
作者机构:
[Sun L.; Xia Z.] Department of Computer Science and Technology, Wuhan University of Technology, Wuhan, 430063, China
Department of Computer Science, University of Surrey, Guildford, Surrey, GU2 7XH, United Kingdom
[Chen J.] Department of Computer Science and Technology, Central China Normal University, Wuhan, 430079, China
[Zhang M.] School of Computers, Hubei University of Technology, Wuhan, 430068, China
[Ho A.] Department of Computer Science and Technology, Wuhan University of Technology, Wuhan, 430063, China, Department of Computer Science, University of Surrey, Guildford, Surrey, GU2 7XH, United Kingdom
通讯机构:
[Xia, Z.] D
Department of Computer Science and Technology, China
语种:
英文
期刊:
Communications in Computer and Information Science
ISSN:
1865-0929
年:
2019
卷:
1095
页码:
57-73
会议名称:
5th International Symposium on Security and Privacy in Social Networks and Big Data, SocialSec 2019
会议论文集名称:
Security and Privacy in Social Networks and Big Data
会议时间:
14 July 2019 through 17 July 2019
主编:
Weizhi Meng<&wdkj&>Steven Furnell
出版者:
Springer, Singapore
ISBN:
978-981-15-0757-1
基金类别:
Acknowledgments. This work was partially supported by the National Natural Science Foundation of China (Grant No. 61702212, 61672010) and the Natural Science Foundation of Hubei Province (Grant No. 2017CFB303).
机构署名:
本校为其他机构
院系归属:
计算机学院
摘要:
In order to ensure a high level of security in computer networks, it is important to prevent malicious behaviours from the intruders. However, high volumes of network traffic make it difficult for intrusion detection systems (IDSs) to separate abnormal network traffic from the normal ones. To alleviate this problem, a window-based feature extraction method using the Benford’s law has been proposed in this paper. Our method employs six features of the divergence values, including the first digit and the first three digits of size difference bet...

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