Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Pecora, Nicolò, Rovira Kaltwasser, Pablo, Spelta, Alessandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
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
_version_ 1782484793702744064
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
work_keys_str_mv AT pecoranicolo discoveringsifisininterbankcommunities
AT rovirakaltwasserpablo discoveringsifisininterbankcommunities
AT speltaalessandro discoveringsifisininterbankcommunities