Integrated artificial immune system for intrusion detection
According to the practical requirements of intrusion detection,an integrated artificial immune system (IAIS) was proposed.The system combined dendritic cell algorithm(DCA)and negative selection algorithm(NSA).DCA was used to detect behavioral features.NSA was used to detect structural features.IAIS...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Editorial Department of Journal on Communications
2012-02-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)02-0125-07/ |
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| _version_ | 1841539942287671296 |
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| author | Yue-bing CHEN Chao FENG Quan ZHANG Chao-jing TANG |
| author_facet | Yue-bing CHEN Chao FENG Quan ZHANG Chao-jing TANG |
| author_sort | Yue-bing CHEN |
| collection | DOAJ |
| description | According to the practical requirements of intrusion detection,an integrated artificial immune system (IAIS) was proposed.The system combined dendritic cell algorithm(DCA)and negative selection algorithm(NSA).DCA was used to detect behavioral features.NSA was used to detect structural features.IAIS was validated on KDD 99 dataset.Comparisons to other approaches were made.The experimental results show that the detection performance of IAIS is comparable to classic classification algorithm.IAIS does not rely on labeled data to train detectors.It combines behavioral features and structural features to detect intrusions in real-time mode. |
| format | Article |
| id | doaj-art-83d553cb1ce8476483c28021b4a052fd |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2012-02-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-83d553cb1ce8476483c28021b4a052fd2025-01-14T06:31:14ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2012-02-013312513159660302Integrated artificial immune system for intrusion detectionYue-bing CHENChao FENGQuan ZHANGChao-jing TANGAccording to the practical requirements of intrusion detection,an integrated artificial immune system (IAIS) was proposed.The system combined dendritic cell algorithm(DCA)and negative selection algorithm(NSA).DCA was used to detect behavioral features.NSA was used to detect structural features.IAIS was validated on KDD 99 dataset.Comparisons to other approaches were made.The experimental results show that the detection performance of IAIS is comparable to classic classification algorithm.IAIS does not rely on labeled data to train detectors.It combines behavioral features and structural features to detect intrusions in real-time mode.http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)02-0125-07/artificial immune systemintegrated artificial immune systemdendritic cell algorithmnegative selection algorithmintrusion detection system |
| spellingShingle | Yue-bing CHEN Chao FENG Quan ZHANG Chao-jing TANG Integrated artificial immune system for intrusion detection Tongxin xuebao artificial immune system integrated artificial immune system dendritic cell algorithm negative selection algorithm intrusion detection system |
| title | Integrated artificial immune system for intrusion detection |
| title_full | Integrated artificial immune system for intrusion detection |
| title_fullStr | Integrated artificial immune system for intrusion detection |
| title_full_unstemmed | Integrated artificial immune system for intrusion detection |
| title_short | Integrated artificial immune system for intrusion detection |
| title_sort | integrated artificial immune system for intrusion detection |
| topic | artificial immune system integrated artificial immune system dendritic cell algorithm negative selection algorithm intrusion detection system |
| url | http://www.joconline.com.cn/zh/article/doi/1000-436X(2012)02-0125-07/ |
| work_keys_str_mv | AT yuebingchen integratedartificialimmunesystemforintrusiondetection AT chaofeng integratedartificialimmunesystemforintrusiondetection AT quanzhang integratedartificialimmunesystemforintrusiondetection AT chaojingtang integratedartificialimmunesystemforintrusiondetection |