P2P Traffic Identification Technique

Li Jun, Shunyi Zhang, Shidong Liu, Xuan Ye
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引用次数: 11

Abstract

Accurate traffic classification for different P2P applications is fundamental to numerous network activities, from security monitoring, capacity planning and provisioning to service differentiation. However, current P2P applications use dynamic port numbers, HTTP masquerading and inaccessible payload to prevent being identified. The paper proposed an accurate P2P identification system using Decision Tree algorithms (J48 and REPTree) on the basis of effective feature selection. The experimental results show that our scheme is of better accuracy, less computational complexity and it is robust enough to deal with the unknown P2P traffic. With the merits, the scheme can suit the real-time active detection environment, such as monitoring network attacks camouflaged with P2P traffic and service differentiation.
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P2P流量识别技术
对不同的P2P应用程序进行准确的流量分类是许多网络活动的基础,从安全监控、容量规划和供应到服务区分。然而,当前的P2P应用程序使用动态端口号、HTTP伪装和不可访问的有效负载来防止被识别。本文在有效特征选择的基础上,利用决策树算法(J48和REPTree)提出了一种准确的P2P识别系统。实验结果表明,该方案具有较高的准确率、较低的计算复杂度和较强的鲁棒性,能够处理未知的P2P流量。该方案能够适应实时主动检测环境,如监控利用P2P流量和业务分化伪装的网络攻击。
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