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THE INFLUENCE OF SOCIAL CONTACTS AND COMMUNICATION USE ON TRAVEL BEHAVIOR: A SMARTPHONE-BASED STUDY

机译:社交联系方式和沟通方式对旅行行为的影响:基于智能手机的研究

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In this paper we explore the potential of a smartphone database to investigate influences on travelbehavior. Our aim is to exploit the rich individual-level data available from the smartphone tostudy the influence of communication and social contacts (collected via phone call and sms logs)on spatial movement (collected via GPS). An advantage of smartphone data is the ability tocollect such rich data without user input over a long period of time, and the disadvantages is thedifficulty associated with processing the data. We work with three months of data from 111people collected via a snowball sample. In studying travel behavior, we focus on high levelmeasures of mobility as represented by the size of activity space and travel intensity (ourdependent variables). We use as explanatory variables sociodemographics, spatial relationshipbetween home and work, use of communication (number of phone calls and sms), and the travelbehavior of those in the sample who are connected to the respondent (where connectivity ismeasured by phone and sms contact). We describe how these variables were processed from thesmartphone data and present estimation results from the regression analysis. We find that peopletend to travel in a similar manner as those they are socially connected to (consistent with thesocial network and travel literature) and that communication use is a complement to physicaltravel (consistent with the telecommunication and travel literature). The results, althoughpreliminary, illustrate how smartphone data can be exploited to reveal complex features of travelbehavior, even when they are not collected for travel behavior purpose.
机译:在本文中,我们探索了智能手机数据库研究对旅行影响的潜力。 行为。我们的目标是利用智能手机提供的丰富的个人数据来 研究交流和社交联系的影响(通过电话和短信记录收集) 关于空间运动(通过GPS收集)。智能手机数据的优势在于能够 长时间没有用户输入就收集如此丰富的数据,缺点是 与数据处理有关的困难。我们处理来自111的三个月数据 人们是通过雪球样本收集的。在研究旅行行为时,我们专注于高水平 活动量度,以活动空间和旅行强度(我们的 因变量)。我们将社会人口统计学,空间关系用作解释变量 家庭和工作,通信的使用(电话和短信的数量)以及旅行之间的关系 样本中那些与被调查者连接的行为(连通性是 通过电话和短信联系进行衡量)。我们描述了如何从 智能手机数据和回归分析的当前估算结果。我们发现那个人 倾向于以与他们在社交上有联系的方式相似的方式旅行(与 社交网络和旅行文学),并且交流的使用是对身体的补充 旅行(与电信和旅行文献一致)。结果,虽然 初步,说明如何利用智能手机数据来揭示旅行的复杂特征 行为,即使不是出于旅行行为目的而收集它们。

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