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DOI: 10.1371/journal.pone.0131469
论文题名:
Understanding Human Mobility from Twitter
作者: Raja Jurdak; Kun Zhao; Jiajun Liu; Maurice AbouJaoude; Mark Cameron; David Newth
刊名: PLOS ONE
ISSN: 1932-6203
出版年: 2015
发表日期: 2015-7-8
卷: 10, 期:7
语种: 英语
英文关键词: Twitter ; Human mobility ; Entropy ; Australia ; Cell phones ; Social communication ; Probability density ; Transportation
英文摘要: Understanding human mobility is crucial for a broad range of applications from disease prediction to communication networks. Most efforts on studying human mobility have so far used private and low resolution data, such as call data records. Here, we propose Twitter as a proxy for human mobility, as it relies on publicly available data and provides high resolution positioning when users opt to geotag their tweets with their current location. We analyse a Twitter dataset with more than six million geotagged tweets posted in Australia, and we demonstrate that Twitter can be a reliable source for studying human mobility patterns. Our analysis shows that geotagged tweets can capture rich features of human mobility, such as the diversity of movement orbits among individuals and of movements within and between cities. We also find that short- and long-distance movers both spend most of their time in large metropolitan areas, in contrast with intermediate-distance movers’ movements, reflecting the impact of different modes of travel. Our study provides solid evidence that Twitter can indeed be a useful proxy for tracking and predicting human movement.
URL: http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0131469&type=printable
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/21164
Appears in Collections:过去全球变化的重建
影响、适应和脆弱性
科学计划与规划
气候变化与战略
全球变化的国际研究计划
气候减缓与适应
气候变化事实与影响

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作者单位: CSIRO, Brisbane, Australia;CSIRO, Brisbane, Australia;CSIRO, Brisbane, Australia;American University of Beirut, Beirut, Lebanon;CSIRO, Canberra, Australia;CSIRO, Canberra, Australia

Recommended Citation:
Raja Jurdak,Kun Zhao,Jiajun Liu,et al. Understanding Human Mobility from Twitter[J]. PLOS ONE,2015-01-01,10(7)
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