Details of Research Outputs

Status已发表Published
TitleIDS Intelligent Configuration Scheme against Advanced Adaptive Attacks
Creator
Date Issued2021-04-01
Source PublicationIEEE Transactions on Network Science and Engineering
ISSN2327-4697
Volume8Issue:2Pages:995-1008
Abstract

Currently it becomes more difficult for a single intrusion detection system (IDS) to detect complex attacks. Based on some cooperative intrusion detection mechanisms, multiple IDSs increase the detection performance against network attacks by sharing their knowledge and consulting with each other. However, these related works hardly consider the IDS configuration optimization problem and the adaptive collaborative attack problem. In this paper, we first propose an advanced adaptive attack based on intrusion-sharing incentive mechanism to promote mutual consultation and collaboration among intelligent attackers; then in order to detect and defend this attack, an IDS intelligent configuration scheme based on evolutionary game is proposed, where each IDS in network can intelligently configure its detection libraries according to the related evolutionary stability strategy. Based on our experimental analysis, the proposed scheme can achieve optimal IDS configuration against the advanced adaptive attack, which is superior to other IDS configuration schemes.

KeywordAdvanced adaptive attack Evolutionary game Evolutionary stability strategy Intelligent configuration Intrusion detection system.
DOI10.1109/TNSE.2020.2997564
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaEngineering ; Mathematics
WOS SubjectEngineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS IDWOS:000680892400017
Scopus ID2-s2.0-85102977778
Citation statistics
Cited Times:12[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/9362
CollectionResearch outside affiliated institution
Corresponding AuthorGu, Ke
Affiliation
1.School of Computer and Communication Engineering, Changsha University of Science and Technology, Changsha, China
2.Institute for Cyber Security, School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
3.Department of Computer and Information Science, University of Macau, Taipa, Macao, China
Recommended Citation
GB/T 7714
Xia, Zhuoqun,Tan, Jingjing,Gu, Keet al. IDS Intelligent Configuration Scheme against Advanced Adaptive Attacks[J]. IEEE Transactions on Network Science and Engineering, 2021, 8(2): 995-1008.
APA Xia, Zhuoqun, Tan, Jingjing, Gu, Ke, Li, Xiong, & Jia, Weijia. (2021). IDS Intelligent Configuration Scheme against Advanced Adaptive Attacks. IEEE Transactions on Network Science and Engineering, 8(2), 995-1008.
MLA Xia, Zhuoqun,et al."IDS Intelligent Configuration Scheme against Advanced Adaptive Attacks". IEEE Transactions on Network Science and Engineering 8.2(2021): 995-1008.
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