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Coevolution of a multilayer node-aligned network whose layers represent different social relations

机译:多层节点对齐的网络的协同进化,其层代表不同的社会关系

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Abstract Background We examine the coevolution of three-layer node-aligned network of university students. The first layer is defined by nominations based on perceived prominence collected from repeated surveys during the first four semesters; the second is a behavioral layer representing actual students’ interactions based on records of mobile calls and text messages; while the third is a behavioral layer representing potential face-to-face interactions suggested by bluetooth collocations. Methods We address four interrelated questions. First, we ask whether the formation or dissolution of a link in one of the layers precedes or succeeds the formation or dissolution of the corresponding link in another layer (temporal dependencies). Second, we explore the causes of observed temporal dependencies between the layers. For those temporal dependencies that are confirmed, we measure the predictive capability of such dependencies. Third, we observe the progress towards nominations and the stages that lead to them. Finally, we examine whether the differences in dissolution rates of symmetric (undirected) versus asymmetric (directed) links co-exist in all layers. Results We find strong patterns of reciprocal temporal dependencies between the layers. In particular, the creation of an edge in either behavioral layer generally precedes the formation of a corresponding edge in the nomination layer. Conversely, the decay of a link in the nomination layer generally precedes a decline in the intensity of communication and collocation. Finally, nodes connected by asymmetric nomination edges have lower overall communication and collocation volumes and more asymmetric communication flows than the nodes linked by symmetric edges. Conclusion We find that creation and dissolution of cognitively salient contacts have temporal dependencies with communication and collocation behavior.
机译:摘要背景我们研究了三层节点对齐的大学生网络的协同进化。第一层是根据前四个学期从重复调查中收集到的突出感觉提名而定义的;第二层是一个行为层,根据移动电话和短信的记录来表示实际学生的互动。而第三个是行为层,表示蓝牙搭配建议的潜在的面对面交互。方法我们解决四个相互关联的问题。首先,我们询问在一个层中的链接的形成或溶解是在另一层中相应的链接的形成或溶解之前还是之后(时间依赖性)。其次,我们探讨了各层之间观察到的时间依赖性的原因。对于那些已确认的时间依赖性,我们测量了此类依赖性的预测能力。第三,我们观察提名的进展情况以及导致提名的阶段。最后,我们检查对称(未定向)与非对称(定向)链接的溶解速率差异是否在所有层中共存。结果我们发现各层之间相互时间依存性强的模式。特别地,在任一行为层中创建边缘通常在提名层中形成相应边缘之前。相反,提名层中链路的衰减通常先于通信和配置强度的下降。最后,与通过对称边缘链接的节点相比,通过不对称提名边缘连接的节点具有较低的总体通信和配置量,并且具有更多的不对称通信流。结论我们发现,认知显着联系的建立和消散与交流和搭配行为具有时间依赖性。

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