基于YouSense移动应用的GPS数据清洗与分析

Qiyun Sun, R. Ahas, A. Aasa, W. Wan, Chi Yuan
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引用次数: 2

摘要

在过去的十年中,移动通信技术已经遍及我们的社会。为了评估和分析在这个移动世界中个人和人群的位置,提出了移动定位或移动电话跟踪作为一种监测工具来感知人们的运动。在本文中,使用了一个名为YouSense的监测工具,一个运动和行为数据收集移动应用程序。我们的工作主要集中在youousense GPS数据清洗,包括过滤掉错误的位置信息,填补GPS关闭后的空白。通过对不同用户数据集的统计分析,建立了通用youousense GPS数据清洗的几种过滤标准。在数据清理之后,我们还分析了对移动用户有意义的地方的位置,例如家庭和工作锚点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
GPS data cleaning and analysis based on YouSense mobile application
In the last decade, mobile communications technologies has pervaded our society. In order to assess and analyze the location o f individuals and populations in this mobile world, mobile positioning or mobile telephone tracking is proposed as a monitoring tool to sense the movement o f people. In this paper, a monitoring tool called YouSense, a movement and behavior data collection mobile application, has been used. Our work mainly focus on YouSense GPS data cleaning, including filtering out wrong location information and filling the gaps when GPS is switched off. We set up several filter criteria for general YouSense GPS data cleaning through statistic analysis of different users' dataset. After data cleaning, we have also analyzed the location o f meaningful places for mobile users, such as home and work anchor points.
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