| 一种基于混合差别矩阵的属性约简算法及其在入侵检测中的应用 |
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| 引用本文： | 邱玉祥,杨明.一种基于混合差别矩阵的属性约简算法及其在入侵检测中的应用[J].南京师范大学学报,2008,8(3):71-76. |
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| 作者姓名： | 邱玉祥 杨明 |
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| 作者单位： | 南京师范大学数学与计算机科学学院,江苏南京210097 |
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| 摘 要： | 针对入侵检测问题,提出了构造混合辨别矩阵的方法,并用C4.5分类器测试选择子集的有效性.实验表明分类器在新算法得到的特征子集上有较好的分类效果.
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| 关 键 词： | 入侵检测 粗糙集 混合辨别矩阵 属性约简 |
An Algorithm for Attribute Reduction in Rough Set and its Application in Intrusion Detection |
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| Qiu Yuxiang,Yang Ming.An Algorithm for Attribute Reduction in Rough Set and its Application in Intrusion Detection[J].Journal of Nanjing Nor Univ: Eng and Technol,2008,8(3):71-76. |
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| Authors: | Qiu Yuxiang Yang Ming |
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| Affiliation: | School of Mathematics and Computer Science;Nanjing Normal University;Nanjing 210097;China |
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| Abstract: | A novel rough set-based method followed by establishing a mix discernibility matrix is introduced for intrusion detection,and choose C4.5 algorithm for testing the effectiveness of selected attribute subsets.Experimental results show that the classifiers developed using the selected attribute subsets have better performance than those generated by all attributes. |
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| Keywords: | intrusion detection rough set mix discernibility matrix attribute reduction |
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