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Simulating knowledge diffusion in four structurally distinct networks : an agent-based simulation model

机译:在四个结构不同的网络中模拟知识扩散:基于代理的模拟模型

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摘要

In our work we adopt a structural perspective and apply an agent-based simulation approach to analyse knowledge diffusion processes in four structurally distinct networks. The aim of this paper is to gain an in-depth understanding of how network characteristics, such as path length, cliquishness and the distribution and asymmetry of degree centrality affect the knowledge distribution properties of the system. Our results show – in line with the results of Cowan and Jonard (2007) – that an asymmetric or skewed degree distribution actually can have a negative impact on a network’s knowledge diffusion performance in case of a barter trade knowledge diffusion process. Their key argument is that stars rapidly acquire so much knowledge that they interrupt the trading process at an early stage, which finally disconnects the network. However, our findings reveal that stars cannot be the sole explanation for negative effects on the diffusion properties of a network. In contrast, interestingly and quite surprisingly, our simulation results led to the conclusion that in particular very small, inadequately embedded agents can be a bottleneck for the efficient diffusion of knowledge throughout the networks.
机译:在我们的工作中,我们采用结构视角,并应用基于代理的模拟方法来分析四个结构不同的网络中的知识扩散过程。本文的目的是深入了解网络特征(例如路径长度,气候变化以及程度中心性的分布和不对称性)如何影响系统的知识分布特性。我们的研究结果表明(与Cowan和Jonard(2007)的结果一致),在易货贸易知识传播过程中,不对称或偏度分布实际上可能会对网络的知识传播绩效产生负面影响。他们的主要论据是,明星们迅速获得了太多的知识,以至于他们在早期阶段就中断了交易过程,最终使网络中断了。但是,我们的发现表明,恒星不能唯一解释网络扩散特性的负面影响。相反,有趣且令人惊讶的是,我们的模拟结果得出这样的结论:特别是很小的,嵌入不足的代理可能是知识在整个网络中有效传播的瓶颈。

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