| 基于投影寻踪和带惩罚函数的SVM的入侵检测分析 |
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| 引用本文： | 崔玉泉,曹丹星,杨晓东.基于投影寻踪和带惩罚函数的SVM的入侵检测分析[J].信息技术与信息化,2014(2):57-59. |
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| 作者姓名： | 崔玉泉 曹丹星 杨晓东 |
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| 作者单位： | 山东大学数学学院,济南250100 |
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| 摘 要： | 对于网络入侵检测问题，本文考虑先将原数据进行投影寻踪降维，而后对降维的数据利用带罚函数的支持向量机方法进行分类识别。利用模型通过对KDD99数据集的计算及检验，效果较为理想。
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| 关 键 词： | 网络入侵 投影寻踪 降维 罚函数 支持向量机 |
intrusion detection Analysis based on projection pursuit and sVm with a penalty Function |
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| cuI Yu-Quan,cAo dan-xing,YANg xiao-dong.intrusion detection Analysis based on projection pursuit and sVm with a penalty Function[J].Information Technology & Informatization,2014(2):57-59. |
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| Authors: | cuI Yu-Quan cAo dan-xing YANg xiao-dong |
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| Affiliation: | cuI Yu-Quan, cAo dan-xing, YANg xiao-dong |
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| Abstract: | For network intrusion detection problem, we ifrst consider to reducing the dimension using the method of projection pursuit on the original data, then to the data of dimensionality reduction we utilized the method of support vector machine with a penalty function for classiifcation. By using the model, we calculate the data sets of KDD99 and test the data sets, the result is better. |
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| Keywords: | Network intrusion detection Projection pursuit dimensionality reduction Penalty function support vector machine |
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