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Estimating risk propagation between interacting firms on inter-firm complex network
We derive a stochastic function of risk propagation empirically from comprehensive data of chain-reaction bankruptcy events in Japan from 2006 to 2015 over 5,000 pairs of firms. The probability is formulated by firm interaction between the pair of firms; it is proportional to the product of α-th pow...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5626445/ https://www.ncbi.nlm.nih.gov/pubmed/28972998 http://dx.doi.org/10.1371/journal.pone.0185712 |
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author | Goto, Hayato Takayasu, Hideki Takayasu, Misako |
author_facet | Goto, Hayato Takayasu, Hideki Takayasu, Misako |
author_sort | Goto, Hayato |
collection | PubMed |
description | We derive a stochastic function of risk propagation empirically from comprehensive data of chain-reaction bankruptcy events in Japan from 2006 to 2015 over 5,000 pairs of firms. The probability is formulated by firm interaction between the pair of firms; it is proportional to the product of α-th power of the size of the first bankrupt firm and β-th power of that of the chain-reaction bankrupt firm. We confirm that α is positive and β is negative throughout the observing period, meaning that the probability of cascading failure is higher between a larger first bankrupt firm and smaller trading firm. We additionally introduce a numerical model simulating the whole ecosystem of firms and show that the interaction kernel is a key factor to express complexities of spreading bankruptcy risks on real ecosystems. |
format | Online Article Text |
id | pubmed-5626445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-56264452017-10-17 Estimating risk propagation between interacting firms on inter-firm complex network Goto, Hayato Takayasu, Hideki Takayasu, Misako PLoS One Research Article We derive a stochastic function of risk propagation empirically from comprehensive data of chain-reaction bankruptcy events in Japan from 2006 to 2015 over 5,000 pairs of firms. The probability is formulated by firm interaction between the pair of firms; it is proportional to the product of α-th power of the size of the first bankrupt firm and β-th power of that of the chain-reaction bankrupt firm. We confirm that α is positive and β is negative throughout the observing period, meaning that the probability of cascading failure is higher between a larger first bankrupt firm and smaller trading firm. We additionally introduce a numerical model simulating the whole ecosystem of firms and show that the interaction kernel is a key factor to express complexities of spreading bankruptcy risks on real ecosystems. Public Library of Science 2017-10-03 /pmc/articles/PMC5626445/ /pubmed/28972998 http://dx.doi.org/10.1371/journal.pone.0185712 Text en © 2017 Goto 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Goto, Hayato Takayasu, Hideki Takayasu, Misako Estimating risk propagation between interacting firms on inter-firm complex network |
title | Estimating risk propagation between interacting firms on inter-firm complex network |
title_full | Estimating risk propagation between interacting firms on inter-firm complex network |
title_fullStr | Estimating risk propagation between interacting firms on inter-firm complex network |
title_full_unstemmed | Estimating risk propagation between interacting firms on inter-firm complex network |
title_short | Estimating risk propagation between interacting firms on inter-firm complex network |
title_sort | estimating risk propagation between interacting firms on inter-firm complex network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5626445/ https://www.ncbi.nlm.nih.gov/pubmed/28972998 http://dx.doi.org/10.1371/journal.pone.0185712 |
work_keys_str_mv | AT gotohayato estimatingriskpropagationbetweeninteractingfirmsoninterfirmcomplexnetwork AT takayasuhideki estimatingriskpropagationbetweeninteractingfirmsoninterfirmcomplexnetwork AT takayasumisako estimatingriskpropagationbetweeninteractingfirmsoninterfirmcomplexnetwork |