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Centralized nucleation in online networks leads to high social inequality

机译:在线网络中的集中核化导致高度的社会不平等

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Abstract Even though the heterogeneity of centrality in social networks is well documented, its role and effect on network stability in real life remains unclear. The literature roughly suggests that network structure is such that networks have an “inner” highly-connected nucleus and, in contrast, sparse outer shells. But to what extent is the existence of this nucleus crucial for the survival of a network? To what extent is the outer shells’ much larger population essential to the longevity of the network? Furthermore, as a network grows and forms, theoretically speaking, network structure should be dependent on the patterns of change of degree centrality, i.e., social mobility between centrality shells. What is the role of social mobility in the formation of the nucleus-to-periphery profile, and is it related to network lifetime? Here, we explore these questions using data collected covering over a decade of activity from more than 10, 000 networked communities, with more than 134,000 users. We find that: (i) social mobility is, on average, negative but that, (ii) the higher the social mobility of the members of the network, the more stable and long-living the network is. Further, (iii) the network is, indeed, composed of two phases - a large but ephemeral sparsely connected “cloud” of actors, that nucleates around a highly stable nucleus of users. Lastly, (iv) networked communities which maintain a specific nucleus-to-periphery ratio η , i.e., a ratio of the size of the nucleus to periphery of around ( ta = rac{1}{4} ) , have a greater chance of survival. We find that deviations from this nucleus-to-periphery ratio predict a collapse of network activity, especially in the case of younger communities.
机译:摘要尽管社交网络中中心性的异质性得到了很好的证明,但它在现实生活中对网络稳定性的作用和影响仍不清楚。文献粗略地表明,网络结构使得网络具有“内部”高度连接的原子核,而稀疏的外壳。但是,这个核的存在在多大程度上对网络的生存至关重要?在多大程度上,外壳对网络的寿命至关重要?此外,从理论上讲,随着网络的发展和形成,网络结构应取决于程度中心性变化的模式,即中心性壳之间的社会流动性。社会移动在核到外围轮廓的形成中起什么作用,它与网络寿命有关吗?在这里,我们使用收集的数据探讨这些问题,这些数据涵盖了十多个活动社区,十万四千多个用户的十多年活动。我们发现:(i)社会流动性平均为负,但(ii)网络成员的社会流动性越高,网络越稳定和存在时间越长。此外,(iii)网络实际上由两个阶段组成-大型但短暂的稀疏连接的“参与者云”,围绕着用户的高度稳定的核心而成核。最后,(iv)保持特定的核与外围之比η(即,核的大小与外围之比约为(ta = rac {1} {4}))的网络社区更有可能生存。我们发现,偏离此核对外围比率预示着网络活动的崩溃,尤其是在较年轻的社区中。

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