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Vaite: A Visualization-Assisted Interactive Big Urban Trajectory Data Exploration System

机译:Vaite:一个可视化辅助的交互式大城市轨迹数据探索系统

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Big urban trajectory exploration extracts insights from trajectories. It has many smart-city applications, e.g., traffic jam detection, taxi movement pattern analysis. The challenges of big urban trajectory data exploration are: (i) the data analysts probably do not have experience or knowledge on issuing their analysis tasks by SQL-like queries or analysis operations accurately; and (ii) big urban trajectory data is naturally complex, e.g., unpredictability, interrelation, etc. In this work, we architect and implement a visualization-assisted big urban trajectory data exploration system (Vaiet) to address these chanllenges. Vaiet includes three layers, from data collection to results visualization. We devise novel visualization views in Vaiet to support interactive big urban trajectory exploratory analysis. We demonstrate the effectiveness of Vaiet by the real world applications.
机译:大城市轨迹探索从轨迹中提取见解。它具有许多智能城市应用程序,例如交通拥堵检测,出租车运动模式分析。大城市轨迹数据探索的挑战是:(i)数据分析人员可能缺乏通过类似SQL的查询或分析操作准确发布其分析任务的经验或知识; (ii)大城市轨迹数据自然是复杂的,例如,不可预测性,相互关系等。在这项工作中,我们设计并实现了可视化辅助的大城市轨迹数据探索系统(Vaiet),以应对这些挑战。 Vaiet包括三层,从数据收集到结果可视化。我们在Vaiet中设计了新颖的可视化视图,以支持交互式大城市轨迹探索性分析。我们通过实际应用证明了Vaiet的有效性。

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