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Sharing Real-Time Traffic Information With Travelers Using Twitter: An Analysis of Effectiveness and Information Content

机译:使用Twitter共享与旅行者的实时交通信息:效果和信息内容的分析

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摘要

Ubiquitous smartphone technologies and virtual social networks offer us a unique opportunity to instantly share information to a large number of people. Online social media platforms facilitate easy and rapid communication of real-time information by producing a huge amount of digital content. In this paper, we present an analysis of the data collected from 14 Florida Department of Transportation (FDOT) Twitter accounts created for sharing real-time traffic information. We analyze the activities, influence, attention received, and the effectiveness of gaining attention by these accounts. We propose several metrics in disseminating real-time traffic information. Using topic models, we also analyze the content of the shared information given in the tweets. Finally, we estimate an ordered logit model to determine the information value of a shared content based on its chance of getting retweeted. Based on the study, we propose a framework called Social Media-based Adaptive Real-time Traffic feed (SMART-Feed) that will significantly improve the effectiveness of real-time traffic information sharing through social media. Moreover, it will help assessing the value of real-time traffic information to travelers and developing social media strategies for sharing information.
机译:无处不在的智能手机技术和虚拟社交网络为我们提供了一个独特的机会,可以立即将信息分享到大量的人。在线社交媒体平台通过生产大量数字内容,便于实时信息的简单快速通信。在本文中,我们展示了从佛罗里达州的14个运输部(FDOT)Twitter账户所收集的数据分析,为分享实时交通信息。我们分析了这些账户的活动,影响力,注意力,并受到这些账户的关注的有效性。我们提出了几种传播实时交通信息的指标。使用主题模型,我们还分析了推文中给出的共享信息的内容。最后,我们估计有序的Logit模型,以根据其转发的可能性来确定共享内容的信息值。基于该研究,我们提出了一个框架,称为社交媒体的自适应实时业务饲料(智能馈送),将显着提高通过社交媒体共享实时交通信息的有效性。此外,它将有助于评估日本旅行者的实时交通信息的价值,并开发社交媒体策略以分享信息。

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