Community Structures, Interactions and Dynamics in London's Bicycle Sharing Network
Community Structures, Interactions and Dynamics in London's Bicycle Sharing Network
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DOI：
10.1145/3267305.3274156
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发表时间：
2018-04
期刊：
影响因子：
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通讯作者：
Fernando Munoz-Mendez;Konstantin Klemmer;Ke Han;S. Jarvis
中科院分区：
文献类型：
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作者：
Fernando Munoz-Mendez;Konstantin Klemmer;Ke Han;S. Jarvis
我们应用一种新的聚类技术，伦敦的自行车共享网络，得出独特的行为模式和评估社区的互动和时空动态。分析揭示了模仿伦敦的物理结构的独立，相互联系和混合集群。随着时间的推移，我们发现地理上孤立和专业化的社区是相对一致的，而其余的系统表现出波动性。我们增加了对自行车共享用户集体行为的理解。
We apply a novel clustering technique to London's bikesharing network, deriving distinctive behavioral patterns and assessing community interactions and spatio-temporal dynamics. The analyses reveal self-contained, interconnected and hybrid clusters that mimic London's physical structure. Exploring changes over time, we find geographically isolated and specialized communities to be relatively consistent, while the remaining system exhibits volatility. We increase understanding of the collective behavior of the bikesharing users.