Flow Aggregator Module for Analysing Network Traffic

PROGRESS IN COMPUTING, ANALYTICS AND NETWORKING, ICCAN 2017(2018)

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摘要
Network flow aggregation is a significant task for network analysis, which summarises the flows and improves the performance of intrusion detection systems (IDSs). Although there are some well-known flow analysis tools in the industry, such as NetFlow, sFlow and IPFIX, they can only aggregate one attribute at a time which increases networks' overheads while running network analysis. In this paper, to address this challenge, we propose a new flow aggregator module which provides promising results compared with the existing tools using the UNSW-NB15 data set.
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关键词
Network flow aggregation,Intrusion detection system (IDS),Sampling techniques,Association rule mining (ARM)
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