Investigating Two Different Approaches for Encrypted Traffic Classification

Riyad Alshammari, A. Zincir-Heywood
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引用次数: 57

Abstract

The basic objective of this work is to compare the utility of an expert driven system and a data driven system for classifying encrypted network traffic, specifically SSH traffic from traffic log files. Pre-processing is applied to the traffic data to represent as traffic flows. Results show that the data driven system approach outperforms the expert driven system approach in terms of high detection and low false positive rates.
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研究两种不同的加密流量分类方法
这项工作的基本目标是比较专家驱动系统和数据驱动系统对加密网络流量(特别是来自流量日志文件的SSH流量)进行分类的效用。对交通数据进行预处理,表示为交通流。结果表明,数据驱动系统方法在高检出率和低误报率方面优于专家驱动系统方法。
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