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Which models are used in social simulation to generate social networks? A review of 17 years of publications in JASSS

机译:社交模拟中使用了哪些模型来生成社交网络?回顾JASSS 17年的出版物

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摘要

Aiming at producing more realistic and informed agent-based simulations of social systems, one often need to build realistic synthetic populations. Apart of this synthetic population generation, the question of generating realistic social networks is an important phase. We examined the articles published in the Journal of Artificial Societies and Social Simulation (JASSS) in between 1998 and 2015 in order to identify the models of social networks that were actually used by the community. After presenting the main models (regular networks, random graphs, small-world networks, scale-free networks, spatial networks), we discuss the evolution of the use of each one of these models. We then present different existing alternatives to those kind of models and discuss the combined use of both simple and more elaborated or data-driven models to different aims along the process of developing agent-based social simulation with realistic synthetic populations
机译:为了产生更加现实和知情的基于代理的社会系统模拟,通常需要建立现实的综合人口。除了这一合成人口的产生之外,产生现实的社会网络的问题是一个重要阶段。为了确定社区实际使用的社交网络模型,我们研究了1998年至2015年发表在《人工社会与社会仿真杂志》(JASSS)上的文章。在介绍了主要模型(规则网络,随机图,小世界网络,无标度网络,空间网络)之后,我们讨论了其中每种模型的使用演变。然后,我们针对这些模型提出不同的现有替代方案,并讨论在开发具有现实的综合人群的基于主体的社会模拟的过程中,将简单的模型和更加详尽的模型或数据驱动的模型组合使用于不同的目标

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