MobiVis:一个用于探索移动数据的可视化系统

Zeqian Shen, K. Ma
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引用次数: 88

摘要

移动设备的广泛使用带来了捕捉大规模、连续的人类行为信息的机会。移动数据具有巨大的价值,可以带来商业机会、市场战略、安全问题等。从数据中提取洞察力需要支持交互式探索和发现的可视化分析系统。然而,复杂的社会-时空移动数据的可视化分析提出了几个挑战。我们已经创建了MobiVis,一个可视化分析工具,它融合了在一个异构网络中呈现社会和空间信息的想法。该系统分别通过交互式时间图和本体图支持时间和语义过滤,这样可以隔离感兴趣的数据子集以进行近距离研究。“行为环”是个体和群体行为的一种紧凑的径向表示,它可以方便地比较行为模式。我们通过分析MIT Reality Mining数据集获得的结果来展示MobiVis的能力。
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MobiVis: A Visualization System for Exploring Mobile Data
The widespread use of mobile devices brings opportunities to capture large-scale, continuous information about human behavior. Mobile data has tremendous value, leading to business opportunities, market strategies, security concerns, etc. Visual analytics systems that support interactive exploration and discovery are needed to extracting insight from the data. However, visual analysis of complex social-spatial-temporal mobile data presents several challenges. We have created MobiVis, a visual analytics tool, which incorporates the idea of presenting social and spatial information in one heterogeneous network. The system supports temporal and semantic filtering through an interactive time chart and ontology graph, respectively, such that data subsets of interest can be isolated for close-up investigation. "Behavior rings," a compact radial representation of individual and group behaviors, is introduced to allow easy comparison of behavior patterns. We demonstrate the capability of MobiVis with the results obtained from analyzing the MIT Reality Mining dataset.
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