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Discovering SIFIs in Interbank Communities
This paper proposes a new methodology based on non-negative matrix factorization to detect communities and to identify central nodes in a network as well as within communities. The method is specifically designed for directed weighted networks and, consequently, it has been applied to the interbank...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5176285/ https://www.ncbi.nlm.nih.gov/pubmed/28002445 http://dx.doi.org/10.1371/journal.pone.0167781 |
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author | Pecora, Nicolò Rovira Kaltwasser, Pablo Spelta, Alessandro |
author_facet | Pecora, Nicolò Rovira Kaltwasser, Pablo Spelta, Alessandro |
author_sort | Pecora, Nicolò |
collection | PubMed |
description | This paper proposes a new methodology based on non-negative matrix factorization to detect communities and to identify central nodes in a network as well as within communities. The method is specifically designed for directed weighted networks and, consequently, it has been applied to the interbank network derived from the e-MID interbank market. In an interbank network indeed links are directed, representing flows of funds between lenders and borrowers. Besides distinguishing between Systemically Important Borrowers and Lenders, the technique complements the detection of systemically important banks, revealing the community structure of the network, that proxies the most plausible areas of contagion of institutions’ distress. |
format | Online Article Text |
id | pubmed-5176285 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-51762852017-01-04 Discovering SIFIs in Interbank Communities Pecora, Nicolò Rovira Kaltwasser, Pablo Spelta, Alessandro PLoS One Research Article This paper proposes a new methodology based on non-negative matrix factorization to detect communities and to identify central nodes in a network as well as within communities. The method is specifically designed for directed weighted networks and, consequently, it has been applied to the interbank network derived from the e-MID interbank market. In an interbank network indeed links are directed, representing flows of funds between lenders and borrowers. Besides distinguishing between Systemically Important Borrowers and Lenders, the technique complements the detection of systemically important banks, revealing the community structure of the network, that proxies the most plausible areas of contagion of institutions’ distress. Public Library of Science 2016-12-21 /pmc/articles/PMC5176285/ /pubmed/28002445 http://dx.doi.org/10.1371/journal.pone.0167781 Text en © 2016 Pecora 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 Pecora, Nicolò Rovira Kaltwasser, Pablo Spelta, Alessandro Discovering SIFIs in Interbank Communities |
title | Discovering SIFIs in Interbank Communities |
title_full | Discovering SIFIs in Interbank Communities |
title_fullStr | Discovering SIFIs in Interbank Communities |
title_full_unstemmed | Discovering SIFIs in Interbank Communities |
title_short | Discovering SIFIs in Interbank Communities |
title_sort | discovering sifis in interbank communities |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5176285/ https://www.ncbi.nlm.nih.gov/pubmed/28002445 http://dx.doi.org/10.1371/journal.pone.0167781 |
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