基于社区进化的社会网络模型

Zhenming Liu, Y. Chai, Yi Liu, Zequn Li
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引用次数: 0

摘要

由于互联网和交通的快速发展,人与人之间的空间限制已经被打破。与20年前小世界网络(Small-World network)等许多经典网络模型问世相比,现在人们有更多的机会进入线上和线下的多样化社区。在本文中,我们引入了一种机制来解释我们是如何首先进入某个社区并与其中的成员成为朋友的。在此基础上,引入了基于社区内和社区间进化的社会网络模型。给出了模型的成形过程,并讨论了模型的几何特征。最后,我们将我们的模型与传统的NW Small-World模型进行了比较,并进行了实验来验证我们的模型,并解释了为什么我们的模型能更好地描述真实的社交网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Social Network Model Based on the Community Evolutions
Owing to the rapid development of the Internet and transportation, the space limitation among people has been broken. Compared with 20 years ago, when many classical network models such as the Small-World Network were introduced, people have more opportunities to enter into diverse communities both online and offline now. In this paper, we introduced a mechanism to explain how we entered a certain community and became friends with members in it firstly. On this basis, we introduced a social network model based on the evolution on both intra-community and inter-communities. Also, we gave the forming process of our model and discussed its geometrical features. In the last, we compared our model with the traditional NW Small-World, did experiments to test our model and explained why our model could depict the real social network better.
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