| SVMlight算法和SMO算法在入侵检测中的比较研究 |
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| 引用本文： | 李秦渝,王秀丽.SVMlight算法和SMO算法在入侵检测中的比较研究[J].甘肃高师学报,2011,16(5):35-37. |
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| 作者姓名： | 李秦渝 王秀丽 |
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| 作者单位： | 兰州城市学院信息工程学院,甘肃兰州,730070 |
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| 摘 要： | SVMlight算法和SMO算法在入侵检测领域的应用都是近年的研究热点.为了从中找到一种更适合入侵检测的算法,使用不同规模训练集和测试集进行多组实验,从不同角度研究它们在入侵检测中的特性,从检测精度、误报率和漏报率方面研究探讨两种算法各自在入侵检测中的优劣,并进行综合比较研究,找出了较优的算法为SMO算法.
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| 关 键 词： | SVM SVMlight算法 SMO算法 入侵检测 |
The Study of Different SVM Algorithm Applied to Intrusion Detection |
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| LI Qin-yu WANG Xiu-li.The Study of Different SVM Algorithm Applied to Intrusion Detection[J].Journal of Gansu Normal College,2011,16(5):35-37. |
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| Authors: | LI Qin-yu WANG Xiu-li |
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| Institution: | LI Qin-yu WANG Xiu-li (Lanzhou City University Information Engineering College,Lanzhou Gansu 730070) |
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| Abstract: | The application of SVMlight algorithm and SMO algorithm in the field of intrusion detection is a research hotspot in recent years.Using different size training set and test set for several experiments,and study their features from different angles to find a more suitable algorithm for intrusion detection,and discuss their respective merits in intrusion detection from the detection accuracy,false positives and false negative rate,with a comprehensive comparative study to find out the optimum algorithm is the... |
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| Keywords: | SVM SVMlight algorithm SMO algorithm intrusion detection |
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