论文标题
时间因素对基于GPS的人类流动性生活方式的影响
Influences of Temporal Factors on GPS-based Human Mobility Lifestyle
论文作者
论文摘要
在许多方面，例如城市公民的政策规划，基于位置的服务建议/预测，尤其是减轻生物学和移动病毒的传播等许多方面，对GPS轨迹的人类流动性的分析变得至关重要。在本文中，我们提出了一种发现影响人类流动生活方式的时间因素的方法。我们从日本的100个智能手机用户收集了GPS数据。我们设计了一个由13个时间模式组成的模型。然后，我们采用了多次线性回归，发现人们倾向于在星期四和一个月的第二周保持其移动习惯，但在星期五倾向于失去习惯。我们还解释了这些发现背后的一些原因。
Analysis of human mobility from GPS trajectories becomes crucial in many aspects such as policy planning for urban citizens, location-based service recommendation/prediction, and especially mitigating the spread of biological and mobile viruses. In this paper, we propose a method to find temporal factors affecting the human mobility lifestyle. We collected GPS data from 100 smartphone users in Japan. We designed a model that consists of 13 temporal patterns. We then applied a multiple linear regression and found that people tend to keep their mobility habits on Thursday and the days in the second week of a month but tend to lose their habits on Friday. We also explained some reasons behind these findings.
