How do people link? Analysis of contact structures in human face-to-face proximity networks

Christoph Scholz, M. Atzmüller, Mark Kibanov, Gerd Stumme
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引用次数: 10

Abstract

Understanding the process of link creation is rather important for link prediction in social networks. Therefore, this paper analyzes contact structures in networks of face-to-face spatial proximity, and presents new insights on the dynamic and static contact behavior in such real world networks. We focus on face-to-face contact networks collected at different conferences using the social conference guidance system Conferator. Specifically, we investigate the strength of ties and its connection to triadic closures in face-to-face proximity networks. Furthermore, we analyze the predictability of all, new and recurring links at different points of time during the conference. In addition, we consider network dynamics for the prediction of new links.
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人们是如何联系起来的?人类面对面接近网络中的接触结构分析
了解链接创建的过程对于社交网络中的链接预测非常重要。因此,本文分析了面对面空间接近网络中的接触结构,并对这种现实世界网络中的动态和静态接触行为提出了新的见解。我们专注于使用社交会议指导系统Conferator在不同会议上收集的面对面联系网络。具体来说,我们研究了面对面接近网络中联系的强度及其与三合一闭包的联系。此外,我们分析了会议期间不同时间点的所有新链接和重复链接的可预测性。此外,我们考虑网络动力学预测新的链接。
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