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Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks

机译:绘制系统风险图:金融网络中的关键程度和故障分布

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摘要

The financial crisis illustrated the need for a functional understanding of systemic risk in strongly interconnected financial structures. Dynamic processes on complex networks being intrinsically difficult to model analytically, most recent studies of this problem have relied on numerical simulations. Here we report analytical results in a network model of interbank lending based on directly relevant financial parameters, such as interest rates and leverage ratios. We obtain a closed-form formula for the “critical degree” (the number of creditors per bank below which an individual shock can propagate throughout the network), and relate failures distributions to network topologies, in particular scalefree ones. Our criterion for the onset of contagion turns out to be isomorphic to the condition for cooperation to evolve on graphs and social networks, as recently formulated in evolutionary game theory. This remarkable connection supports recent calls for a methodological rapprochement between finance and ecology.
机译:金融危机表明,需要对高度相互联系的金融结构中的系统风险进行功能性理解。复杂网络上的动态过程本质上很难进行分析建模,对此问题的最新研究依赖于数值模拟。在这里,我们基于直接相关的财务参数(例如利率和杠杆比率)在银行间借贷网络模型中报告分析结果。我们为“关键程度”(每个银行的债权人数量,在此之下,单个冲击可以在整个网络中传播)获得封闭形式的公式,并将故障分布与网络拓扑(尤其是无标度的拓扑)相关联。正如最近在进化博弈论中阐述的那样,我们关于传染病发作的标准与在图和社交网络上合作发展的条件是同构的。这种非凡的联系支持了最近呼吁在金融和生态学之间进行方法上的和解。

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