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Crowdsourcing Based Description of Urban Emergency Events Using Social Media Big Data

机译:基于社交媒体大数据的城市紧急事件描述的众包

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摘要

Crowdsourcing is a process of acquisition, integration, and analysis of big and heterogeneous data generated by a diversity of sources in urban spaces, such as sensors, devices, vehicles, buildings, and human. Especially, nowadays, no countries, no communities, and no person are immune to urban emergency events. Detection about urban emergency events, e.g., fires, storms, traffic jams is of great importance to protect the security of humans. Recently, social media feeds are rapidly emerging as a novel platform for providing and dissemination of information that is often geographic. The content from social media usually includes references to urban emergency events occurring at, or affecting specific locations. In this paper, in order to detect and describe the real time urban emergency event, the 5W (What, Where, When, Who, and Why) model is proposed. Firstly, users of social media are set as the target of crowd sourcing. Secondly, the spatial and temporal information from the social media are extracted to detect the real time event. Thirdly, a GIS based annotation of the detected urban emergency event is shown. The proposed method is evaluated with extensive case studies based on real urban emergency events. The results show the accuracy and efficiency of the proposed method.
机译:众群是通过城市空间各多样性的源多样性数据获取,集成和分析的过程,例如传感器,设备,车辆,建筑物和人类。特别是,现在,没有国家,没有社区,没有人对城市紧急事件免疫。关于城市紧急事件的检测,例如火灾,风暴,交通堵塞是非常重视保护人类的安全性。最近,社交媒体饲料正在迅速成为一种新颖的平台,提供和传播通常地理的信息。来自社交媒体的内容通常包括对城市紧急事件发生的引用,或影响特定位置。在本文中,为了检测和描述实时城市紧急事件,提出了5W(什么,何时,谁,为什么)模型。首先,社交媒体的用户被设定为人群采购的目标。其次,提取来自社交媒体的空间和时间信息以检测实时事件。第三,显示了基于GIS的检测到的城市紧急事件的注释。所提出的方法是基于真正的城市紧急事件的广泛案例研究评估。结果表明了所提出的方法的准确性和效率。

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