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树突状细胞算法形式化及其在入侵检测中的应用
Formulation of the Dendritic Cell Algorithm and Its Application on Intrusion Detection
【摘要】 在描述和分析了树突状细胞的生物学机理基础上,分析树突状细胞算法数据处理过程,并将其形式化定义。通过KDD99数据集实验对该算法进行验证,并与其他方法进行了比较。实验结果表明,新算法对降低入侵检测误报率,进一步增强计算机安全,具有一定的应用价值。
【Abstract】 On the basis of description and analysis of dendritic cells biological mechanisms,we analyze data processing of dendritic cell algorithm and provides a formal definition of the DCA.A new algorithm was validated on KDD 99dataset.Comparisons to other approaches were made.The experimental results show that a new algorithm has theoretical applied value on computer security besides decreasing false positive rate for intrusion detection systems as well as achieving for Computer Security.
【关键词】 入侵检测;
否定选择算法;
危险理论;
树突状细胞;
【Key words】 intrusion detection; negative selection algorithm; danger theory; dendritic cells;
【Key words】 intrusion detection; negative selection algorithm; danger theory; dendritic cells;
【基金】 怀化学院基金项目(HHUY2010-15)
- 【文献出处】 青岛科技大学学报(自然科学版) ,Journal of Qingdao University of Science and Technology(Natural Science Edition) , 编辑部邮箱 ,2013年04期
- 【分类号】TP393.08
- 【被引频次】1
- 【下载频次】72