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To Delay or Not: Temporal Vaccination Games on Networks

机译:延迟与否:网络上的时间疫苗接种游戏

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Interventions such as vaccinations or installing anti-virus software are common strategies for controlling the spread of epidemics and malware on complex networks. Typically, nodes decide whether to implement such an intervention independently, depending on the costs they incur. A node can be protected by herd immunity, if enough other nodes implement such an intervention, making the problem of determining strategic decisions for vaccination a natural game-theoretical problem. There has been a lot of work on vaccination and network security game models, but all these models assume the vaccination decisions are made at the start of the game. However, in practice, a lot of individuals defer their vaccination decision, and the reasons for this behavior are not well understood, especially in network models. In this paper, we study a novel repeated game formulation, which considers vaccination decisions over time. We characterize Nash equilibria and the social optimum in such games, and find that a significant fraction of vaccinations might be deferred, in general. This depends crucially on the network structure, and the information and the vaccination delay. We show that finding Nash equilibria and the social optimum are NP-hard in general, and we develop an approximation algorithm for the social optimum whose approximation guarantee depends on the delay.
机译:诸如疫苗接种或安装反病毒软件的干预是控制复杂网络上的流行病和恶意软件的传播的常见策略。通常,节点决定是否独立地实现这种干预,具体取决于它们产生的成本。如果足够的其他节点实施这种干预,则可以通过HERD免疫保护节点,使得确定用于疫苗接种的战略决策的问题是一种自然游戏理论问题。疫苗接种和网络安全游戏模型有很多工作,但所有这些模型都假设在游戏开始时进行疫苗接种决策。然而,在实践中,很多人都推迟了他们的疫苗接种决定,并且这种行为的原因并不熟知,特别是在网络模型中。在本文中,我们研究了一种新的重复游戏制剂,其考虑了疫苗接种决策。我们在这些游戏中表征了纳什均衡和社会最优,并发现一般来说,可能会推迟大部分疫苗接种。这在很大程度上取决于网络结构,以及信息和疫苗接种延迟。我们展示了发现纳什均衡和社会最优的是NP - 艰难,并且我们开发了一个近似算法,用于社交最佳估计验证取决于延迟。

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