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A Temporal and Multi-Resolution Visualization System for Large-Scale Data

机译:大规模数据的时间和多分辨率可视化系统

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摘要

In this paper we propose a multi-resolution visualization approach based on a force-directed algorithm to graphically and hierarchically represent large-scale data sets. Considering the limitations of the human visual cognitive system, it is reasonable to dynamically and interactively extract the most important or user-specified information for representation. To smoothly animate the merging or splitting of nodes and edges in a graph, we adopt a jelly-like metaball technique. Our prototype system clusters and graphically represents thousands of nodes and links in a novel way that allows a user to recognize visually. By adopting our system, the hierarchy of information and the evolving trends are dynamically visualized through an interactive 3D graphical interface, in addition to simultaneous display of data detail and summarization. Furthermore, user perception can be enhanced by adopting human 3D stereopsis skills such as Perspective, Chiaroscuro, and Focusing method.
机译:在本文中,我们提出了一种基于力导向算法的多分辨率可视化方法,以图形化和分层方式表示大型数据集。考虑到人类视觉认知系统的局限性,动态且交互地提取最重要或用户指定的信息进行表示是合理的。为了使图中节点和边的合并或分裂顺利进行动画处理,我们采用了类似果冻的元球技术。我们的原型系统以新颖的方式集群并以图形方式表示成千上万个节点和链接,从而使用户能够直观地识别。通过采用我们的系统,除了可以同时显示数据详细信息和摘要外,还可以通过交互式3D图形界面动态地查看信息的层次结构和不断发展的趋势。此外,可以通过采用人类3D立体视技能(例如Perspective,Chiaroscuro和Focusing方法)来增强用户的感知能力。

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