DyNetVis: a system for visualization of dynamic networks

Claudio D. G. Linhares, B. Travençolo, J. G. Paiva, Luis E C Rocha
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引用次数: 31

Abstract

The concept of networks has been important in the study of complex systems. In networks, links connect pairs of nodes forming complex structures. Studies have shown that networks not only contain structure but may also evolve in time. The addition of the temporal dimension adds complexity on the analysis and requests the development of innovative methods for the visualization of real-life networks. In this paper we introduce the Dynamic Network Visualization System (DyNetVis), a software tool for visualization of dynamic networks. The system provides several tools for user interaction and offers two coordinated visual layouts, named structural and temporal. Structural refers to standard network drawing techniques, in which a single snapshot of nodes and links are placed in a plane, whereas the temporal layout allows for simultaneously visualization of several temporal snapshots of the dynamic network. In addition, we also investigate two approaches for temporal layout visualization: (i) Recurrent Neighbors, a node ordering strategy that highlights frequent connections in time, and (ii) Temporal Activity Map (TAM), a layout technique with focus on nodes activity. We illustrate the applicability of the layouts and interaction functionalities provided by the system in two visual analysis case studies, demonstrating their advantages to improve the overall user experience on visualization and exploratory data analysis on dynamic networks.
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动态网络可视化系统
网络的概念在复杂系统的研究中一直很重要。在网络中,链路将成对的节点连接起来,形成复杂的结构。研究表明,网络不仅包含结构,还可能随时间进化。时间维度的增加增加了分析的复杂性,并要求开发创新的方法来实现现实网络的可视化。本文介绍了动态网络可视化系统(Dynamic Network Visualization System, DyNetVis),一个用于动态网络可视化的软件工具。该系统为用户交互提供了几个工具,并提供了两种协调的视觉布局,称为结构和时间。结构是指标准的网络绘图技术,其中节点和链接的单个快照被放置在一个平面中,而时间布局允许同时可视化动态网络的多个时间快照。此外,我们还研究了两种时间布局可视化方法:(i)经常性邻居,一种突出时间上频繁连接的节点排序策略;(ii)时间活动图(TAM),一种关注节点活动的布局技术。我们在两个可视化分析案例中说明了系统提供的布局和交互功能的适用性,展示了它们在提高动态网络可视化和探索性数据分析的整体用户体验方面的优势。
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