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

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 simulatio...

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Autores principales: Smerlak, Matteo, Stoll, Brady, Gupta, Agam, Magdanz, James S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4514837/
https://www.ncbi.nlm.nih.gov/pubmed/26207631
http://dx.doi.org/10.1371/journal.pone.0130948
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author Smerlak, Matteo
Stoll, Brady
Gupta, Agam
Magdanz, James S.
author_facet Smerlak, Matteo
Stoll, Brady
Gupta, Agam
Magdanz, James S.
author_sort Smerlak, Matteo
collection PubMed
description 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.
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spelling pubmed-45148372015-07-29 Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks Smerlak, Matteo Stoll, Brady Gupta, Agam Magdanz, James S. PLoS One Research Article 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. Public Library of Science 2015-07-24 /pmc/articles/PMC4514837/ /pubmed/26207631 http://dx.doi.org/10.1371/journal.pone.0130948 Text en © 2015 Smerlak et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Smerlak, Matteo
Stoll, Brady
Gupta, Agam
Magdanz, James S.
Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title_full Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title_fullStr Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title_full_unstemmed Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title_short Mapping Systemic Risk: Critical Degree and Failures Distribution in Financial Networks
title_sort mapping systemic risk: critical degree and failures distribution in financial networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4514837/
https://www.ncbi.nlm.nih.gov/pubmed/26207631
http://dx.doi.org/10.1371/journal.pone.0130948
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