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 prob...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.展开更多
基金supported by the National Natural Science Foundation of China under Grants No.61100205,No.60873001the Project 2009RC0212 of the Fundamental Research Funds for the Central Universities
文摘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.
