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Standardized local assortativity in networks and systemic risk in financial markets
The study of assortativity allows us to understand the heterogeneity of networks and the implication of network resilience. While a global measure has been predominantly used to characterize this network feature, there has been little research to suggest a local coefficient to account for the presen...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553260/ https://www.ncbi.nlm.nih.gov/pubmed/37796858 http://dx.doi.org/10.1371/journal.pone.0292327 |
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author | So, Mike K. P. Mak, Anson S. W. Chan, Jacky N. L. Chu, Amanda M. Y. |
author_facet | So, Mike K. P. Mak, Anson S. W. Chan, Jacky N. L. Chu, Amanda M. Y. |
author_sort | So, Mike K. P. |
collection | PubMed |
description | The study of assortativity allows us to understand the heterogeneity of networks and the implication of network resilience. While a global measure has been predominantly used to characterize this network feature, there has been little research to suggest a local coefficient to account for the presence of local (dis)assortative patterns in diversely mixed networks. We build on existing literature and extend the concept of assortativity with the proposal of a standardized scale-independent local coefficient to observe the assortative characteristics of each entity in networks that would otherwise be smoothed out with a global measure. This coefficient provides a lens through which the granular level of details can be observed, as well as capturing possible pattern (dis)formation in dynamic networks. We demonstrate how the standardized local assortative coefficient discovers the presence of (dis)assortative hubs in static networks on a granular level, and how it tracks systemic risk in dynamic financial networks. |
format | Online Article Text |
id | pubmed-10553260 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105532602023-10-06 Standardized local assortativity in networks and systemic risk in financial markets So, Mike K. P. Mak, Anson S. W. Chan, Jacky N. L. Chu, Amanda M. Y. PLoS One Research Article The study of assortativity allows us to understand the heterogeneity of networks and the implication of network resilience. While a global measure has been predominantly used to characterize this network feature, there has been little research to suggest a local coefficient to account for the presence of local (dis)assortative patterns in diversely mixed networks. We build on existing literature and extend the concept of assortativity with the proposal of a standardized scale-independent local coefficient to observe the assortative characteristics of each entity in networks that would otherwise be smoothed out with a global measure. This coefficient provides a lens through which the granular level of details can be observed, as well as capturing possible pattern (dis)formation in dynamic networks. We demonstrate how the standardized local assortative coefficient discovers the presence of (dis)assortative hubs in static networks on a granular level, and how it tracks systemic risk in dynamic financial networks. Public Library of Science 2023-10-05 /pmc/articles/PMC10553260/ /pubmed/37796858 http://dx.doi.org/10.1371/journal.pone.0292327 Text en © 2023 So et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 So, Mike K. P. Mak, Anson S. W. Chan, Jacky N. L. Chu, Amanda M. Y. Standardized local assortativity in networks and systemic risk in financial markets |
title | Standardized local assortativity in networks and systemic risk in financial markets |
title_full | Standardized local assortativity in networks and systemic risk in financial markets |
title_fullStr | Standardized local assortativity in networks and systemic risk in financial markets |
title_full_unstemmed | Standardized local assortativity in networks and systemic risk in financial markets |
title_short | Standardized local assortativity in networks and systemic risk in financial markets |
title_sort | standardized local assortativity in networks and systemic risk in financial markets |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553260/ https://www.ncbi.nlm.nih.gov/pubmed/37796858 http://dx.doi.org/10.1371/journal.pone.0292327 |
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