Exploring Trust and Cooperation Development with Agent-Based Simulation in A Pseudo Scale-free Network

Yi Wang, D. Redmiles
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引用次数: 1

Abstract

Globally distributed collaboration requires cooperation and trust among team members. Current research suggests that informal, non-work related communication plays a positive role in developing cooperation and trust. However, the way in which teams connect, i.e. via a social network, greatly influences cooperation and trust development. The study described in this paper employs agent-based modeling and simulation to investigate the cooperation and trust development with the presence of informal, non-work-related communication in networked teams. Leveraging game theory, we present a model of how an individual makes strategic decisions when interacting with her social network neighbors. The results of simulation on a pseudo scale-free network reveal the conditions under which informal communication has an impact, how different network degree distributions affect efficient trust and cooperation development, and how it is possible to "seed" trust and cooperation development amongst individuals in specific network positions. This study is the first to use agent-based modeling and simulation to examine the relationships between scale-free networks' topological features (degree distribution), cooperation and trust development, and informal communication.
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伪无标度网络中基于agent仿真的信任与合作发展研究
全局分布式协作需要团队成员之间的合作和信任。目前的研究表明,非正式的、与工作无关的沟通对发展合作和信任起着积极的作用。然而,团队联系的方式,即通过社交网络,极大地影响了合作和信任的发展。本文采用基于代理的建模和仿真方法,研究了网络团队中存在非正式的、与工作无关的沟通时的合作和信任发展。利用博弈论,我们提出了一个个体在与其社交网络邻居互动时如何做出战略决策的模型。在伪无标度网络上的模拟结果揭示了非正式沟通产生影响的条件,不同的网络度分布如何影响有效的信任与合作发展,以及如何在特定网络位置的个体之间“播种”信任与合作发展。本研究首次使用基于智能体的建模和仿真来研究无标度网络的拓扑特征(度分布)、合作和信任发展以及非正式沟通之间的关系。
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