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Multiresolution Semantic Visualization of Network Traffic

机译:网络流量的多分辨率语义可视化

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Multi resolution semantic analysis of data involves inferring increasing levels of meaning from data. Due to the large volume and complexity of network data, multi resolution visualizations allow the user to rapidly focus on meaningful and relevant information. Current tools and techniques for visual analysis of network data are limited in their ability to operate at semantically relevant resolutions and impose great cognitive burden on users to manually infer semantics from low-level details. Extending our previous work that allows users to define semantics as abstract models, we apply these models to construct multi resolution visualizations of network traffic data. Our methodology for visual exploration allows the user to rapidly analyze and understand network traces, by providing intuitive and interactive representations of the network. We demonstrate the effectiveness of our approach by applying it to analyzing network trace data from a cyber security incident involving DNS cache poisoning.
机译:数据的多分辨率语义分析涉及从数据中推断出越来越高的含义。由于网络数据量大且复杂,多分辨率可视化使用户可以快速关注有意义的相关信息。用于网络数据的可视化分析的当前工具和技术在以语义相关的分辨率进行操作的能力上受到限制,并且给用户带来了巨大的认知负担,需要用户从低级的细节中手动推断出语义。扩展了允许用户将语义定义为抽象模型的先前工作,我们将这些模型应用于构建网络流量数据的多分辨率可视化。我们的视觉探索方法使用户能够通过提供网络的直观和交互式表示来快速分析和理解网络轨迹。通过将其应用于分析涉及DNS缓存中毒的网络安全事件的网络跟踪数据,我们证明了该方法的有效性。

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