| 树突细胞算法及其应用于Nmap端口扫描研究 |
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| 引用本文： | 方贤进,宋丹劼.树突细胞算法及其应用于Nmap端口扫描研究[J].中国通信学报,2012,9(3):145-152. |
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| 作者姓名： | 方贤进 宋丹劼 |
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| 摘 要： |
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| 收稿时间： | 2012-04-20; |
Dendritic Cells Algorithm and Its Application to Nmap Portscan Detection |
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| Fang Xianjin,Song Danjie.Dendritic Cells Algorithm and Its Application to Nmap Portscan Detection[J].China communications magazine,2012,9(3):145-152. |
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| Authors: | Fang Xianjin Song Danjie |
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| Affiliation: | 1School of Computer, Anhui University of Science and Technology, Huainan 232001, P. R. China
2School of Computer, Beijing University of Posts and Telecommunications, Beijing 100876, P. R. China |
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| Abstract: | Dendritic Cells Algorithm (DCA) is a new development in Artificial Immune System (AIS). It has various parameters, and as yet has not been extensively tested. The general applicability of the algorithm to a variety of problems is d. The aim of this work is to demonstrate the feasibility and robustness of the algorithm, and the sensitivity to the change of various parameters in a series of experiments for Nmap portscan detection by using DCA. Experiment results show that the algorithm performs well on the task of detecting a ping based Nmap portscan. Sensitivity analysis is also performed. True positive rate is higher for the detection of anomaly processes and false positive rate is lower for the detection of normal processes. |
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| Keywords: | AIS DCA portscan anomaly detection |
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