Global Balance and Systemic Risk in Financial Correlation Networks

Paolo Bartesaghi, Fernando Diaz-Diaz, Rosanna Grassi, Pierpaolo Uberti
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Abstract

We show that the global balance index of financial correlation networks can be used as a systemic risk measure. We define the global balance of a network starting from a diffusive process that describes how the information spreads across nodes in a network, providing an alternative derivation to the usual combinatorial one. The steady state of this process is the solution of a linear system governed by the exponential of the replication matrix of the process. We provide a bridge between the numerical stability of this linear system, measured by the condition number in an opportune norm, and the structural predictability of the underlying signed network. The link between the condition number and related systemic risk measures, such as the market rank indicators, allows the global balance index to be interpreted as a new systemic risk measure. A comprehensive empirical application to real financial data finally confirms that the global balance index of the financial correlation network represents a valuable and effective systemic risk indicator.
金融关联网络中的全球平衡与系统性风险
我们的研究表明,金融相关网络的全球平衡指数可用作系统性风险的衡量指标。我们从描述信息如何在网络节点间传播的扩散过程出发,定义了网络的全球平衡,提供了一种不同于通常的组合推导。该过程的稳态是一个线性系统的解,由该过程的复制矩阵的指数控制。我们在这个线性系统的数值稳定性(以适当规范中的条件数来衡量)和底层签名网络的结构可预测性之间架起了一座桥梁。条件数与相关系统性风险度量(如市场排名指标)之间的联系,使得全球平衡指数可以被解释为一种新的系统性风险度量。对真实金融数据的综合实证应用最终证实,金融相关网络的全球平衡指数是一个有价值的、有效的系统性风险指标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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