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Various viewpoints analysis of the actual and large-scale data by using the data mining technique

机译:利用数据挖掘技术对实际和大规模数据进行多角度分析

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Many indiscriminate attacks represented by various computer worms happen on the Internet. These attacks, however, are not targeting at specific group of computers but all computers in the Internet. The administrator always has to grasp all activities on the Net, which is possible to take effective countermeasures against malicious activities by utilizing the logged data of IDS (intrusion detection system). So, we analyze the reliable data collected by the National Police Agency (NPA) of Japan with data mining approaches, and extract a flow of attacks with a measure of both appearance and confidence probability. Additionally, we dig deeper into the data by focusing on the difference of granularity of the Internet domains to which source hosts belong. We expect that the administrator can possess the preliminary knowledge required for defending against a possible attacks based on our results.
机译:Internet上发生了许多以各种计算机蠕虫为代表的不加选择的攻击。但是,这些攻击并非针对特定的计算机组,而是针对Internet中的所有计算机。管理员始终必须掌握网络上的所有活动,这可以通过利用IDS(入侵检测系统)的记录数据来采取有效的对策,以对抗恶意活动。因此,我们使用数据挖掘方法分析了日本国家警察局(NPA)收集的可靠数据,并提取了具有外观和置信度的度量的攻击流。此外,我们通过关注源主机所属的Internet域的粒度差异来更深入地研究数据。我们期望管理员可以根据我们的结果掌握防御可能的攻击所需的初步知识。

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