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A method for adding multimedia knowledge for improving intrusion detection systems.

机译:一种添加多媒体知识以改进入侵检测系统的方法。

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摘要

Intrusion Detection Systems (IDS) are security tools which monitor systems and networks for malicious activity. In saturated network links the amount of data present for analysis can overwhelm them, resulting in potentially undetected attacks. Many of these network links contain significant amounts of multimedia traffic which may seem to contribute to the problem, however our work suggests otherwise.; This thesis proposes a novel method to classify and analyze multimedia traffic in an effort to maximize the efficiency of IDS. By embedding multimedia-specific knowledge into IDS, trusted multimedia contents can be identified and allowed to bypass the detection engine, thereby allowing IDS to focus its limited resources on other traffic. The proposed framework also enables IDS to detect multimedia-specific exploits which would otherwise pass under the radar. Results of our experiments confirm our claims and show substantial CPU savings in both streaming and non-streaming scenarios.
机译:入侵检测系统(IDS)是用于监视系统和网络是否存在恶意活动的安全工具。在饱和的网络链路中,用于分析的数据量可能使它们不堪重负,从而导致潜在的未被检测到的攻击。这些网络链接中有许多包含大量的多媒体流量,这似乎可能是导致该问题的原因,但是我们的工作却相反。本文提出了一种新的方法来对多媒体流量进行分类和分析,以最大化IDS的效率。通过将特定于多媒体的知识嵌入IDS,可以识别受信任的多媒体内容并允许其绕过检测引擎,从而允许IDS将其有限的资源集中在其他流量上。拟议的框架还使IDS能够检测特定于多媒体的漏洞,否则这些漏洞将在雷达下通过。我们的实验结果证实了我们的主张,并显示了在流和非流场景中的大量CPU节省。

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