电信网络中的链路形成

Erick Stattner
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引用次数: 1

摘要

传统的网络生成模型旨在通过三元闭合或优先依恋等综合链接形成机制,复制在现实世界各种网络中观察到的全局结构特性(幂律度分布、短平均距离、群落结构等)。如今,大量可用的数据可以更精确地研究链接形成过程,并将模型与实际情况进行比较。在这项工作中,我们分析了移动电话运营商用户的通信活动,以研究链路形成过程。用户发出和接收的通信是了解链接形成过程的潜在机制和突出用户属性如何与这种网络中的形成过程相关联的强有力指标。在全球层面进行的第一次研究中,我们表明,网络生成模型中常用的传统机制并不是该网络中涉及的主要链接形成机制。在第二项研究中,我们通过搜索某些用户属性与新链接形成之间的相关性,更精确地分析了链接形成过程。这些结果为设计考虑网络结构和节点属性的更真实的生成模型提供了有价值的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Link formation in a telecommunication network
Traditional network generation models aim to replicate global structural properties observed on various real-world networks (power law degree distribution, short average distance, community structure, etc.) through synthetic link formation mechanisms such as triadic closure or preferential attachment. Nowadays the large amount of data available allows to study more precisely the link formation processes and to compare the models to real situations. In this work, we analyse the communication activities of the users of a mobile telephony operator for studying the link formation process. The communications emitted and received by users are strong indicators for understanding the underlying mechanisms of the link formation process and highlighting how user attributes correlate with the formation process in such a network. In a first study conducted at a global level we show that the traditional mechanisms commonly used in network generation models are not the main link formation mechanisms involved in this network. In a second study, we analyse more precisely the link formation process by searching for correlations between some user attributes and the formation of the new links. These results provide valuable guidelines to the design of more realistic generation models taking into account network structure and node attributes.
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