Cargando…
Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation
As economic entities become increasingly interconnected, a shock in a financial network can provoke significant cascading failures throughout the system. To study the systemic risk of financial systems, we create a bi-partite banking network model composed of banks and bank assets and propose a casc...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3564037/ https://www.ncbi.nlm.nih.gov/pubmed/23386974 http://dx.doi.org/10.1038/srep01219 |
_version_ | 1782258266731970560 |
---|---|
author | Huang, Xuqing Vodenska, Irena Havlin, Shlomo Stanley, H. Eugene |
author_facet | Huang, Xuqing Vodenska, Irena Havlin, Shlomo Stanley, H. Eugene |
author_sort | Huang, Xuqing |
collection | PubMed |
description | As economic entities become increasingly interconnected, a shock in a financial network can provoke significant cascading failures throughout the system. To study the systemic risk of financial systems, we create a bi-partite banking network model composed of banks and bank assets and propose a cascading failure model to describe the risk propagation process during crises. We empirically test the model with 2007 US commercial banks balance sheet data and compare the model prediction of the failed banks with the real failed banks after 2007. We find that our model efficiently identifies a significant portion of the actual failed banks reported by Federal Deposit Insurance Corporation. The results suggest that this model could be useful for systemic risk stress testing for financial systems. The model also identifies that commercial rather than residential real estate assets are major culprits for the failure of over 350 US commercial banks during 2008–2011. |
format | Online Article Text |
id | pubmed-3564037 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-35640372013-02-05 Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation Huang, Xuqing Vodenska, Irena Havlin, Shlomo Stanley, H. Eugene Sci Rep Article As economic entities become increasingly interconnected, a shock in a financial network can provoke significant cascading failures throughout the system. To study the systemic risk of financial systems, we create a bi-partite banking network model composed of banks and bank assets and propose a cascading failure model to describe the risk propagation process during crises. We empirically test the model with 2007 US commercial banks balance sheet data and compare the model prediction of the failed banks with the real failed banks after 2007. We find that our model efficiently identifies a significant portion of the actual failed banks reported by Federal Deposit Insurance Corporation. The results suggest that this model could be useful for systemic risk stress testing for financial systems. The model also identifies that commercial rather than residential real estate assets are major culprits for the failure of over 350 US commercial banks during 2008–2011. Nature Publishing Group 2013-02-05 /pmc/articles/PMC3564037/ /pubmed/23386974 http://dx.doi.org/10.1038/srep01219 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/ |
spellingShingle | Article Huang, Xuqing Vodenska, Irena Havlin, Shlomo Stanley, H. Eugene Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title | Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title_full | Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title_fullStr | Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title_full_unstemmed | Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title_short | Cascading Failures in Bi-partite Graphs: Model for Systemic Risk Propagation |
title_sort | cascading failures in bi-partite graphs: model for systemic risk propagation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3564037/ https://www.ncbi.nlm.nih.gov/pubmed/23386974 http://dx.doi.org/10.1038/srep01219 |
work_keys_str_mv | AT huangxuqing cascadingfailuresinbipartitegraphsmodelforsystemicriskpropagation AT vodenskairena cascadingfailuresinbipartitegraphsmodelforsystemicriskpropagation AT havlinshlomo cascadingfailuresinbipartitegraphsmodelforsystemicriskpropagation AT stanleyheugene cascadingfailuresinbipartitegraphsmodelforsystemicriskpropagation |