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Analysis of global stock index data during crisis period via complex network approach

Considerable research has been done on the complex stock market, however, there is very little systematic work on the impact of crisis on global stock markets. For filling in these gaps, we propose a complex network method, which analyzes the effects of the 2008 global financial crisis on global mai...

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Detalles Bibliográficos
Autores principales: Li, Bentian, Pi, Dechang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6051609/
https://www.ncbi.nlm.nih.gov/pubmed/30020981
http://dx.doi.org/10.1371/journal.pone.0200600
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author Li, Bentian
Pi, Dechang
author_facet Li, Bentian
Pi, Dechang
author_sort Li, Bentian
collection PubMed
description Considerable research has been done on the complex stock market, however, there is very little systematic work on the impact of crisis on global stock markets. For filling in these gaps, we propose a complex network method, which analyzes the effects of the 2008 global financial crisis on global main stock index from 2005 to 2010. Firstly, we construct three weighted networks. The physics-derived technique of minimum spanning tree is utilized to investigate the networks of three stages. Regional clustering is found in each network. Secondly, we construct three average threshold networks and find the small-world property in the network before and during the crisis. Finally, the dynamical change of the network community structure is deeply analyzed with different threshold. The result indicates that for large thresholds, the network before and after the crisis has a significant community structure. Though this analysis, it would be helpful to investors for making decisions regarding their portfolios or to regulators for monitoring the key nodes to ensure the overall stability of the global stock market.
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spelling pubmed-60516092018-07-27 Analysis of global stock index data during crisis period via complex network approach Li, Bentian Pi, Dechang PLoS One Research Article Considerable research has been done on the complex stock market, however, there is very little systematic work on the impact of crisis on global stock markets. For filling in these gaps, we propose a complex network method, which analyzes the effects of the 2008 global financial crisis on global main stock index from 2005 to 2010. Firstly, we construct three weighted networks. The physics-derived technique of minimum spanning tree is utilized to investigate the networks of three stages. Regional clustering is found in each network. Secondly, we construct three average threshold networks and find the small-world property in the network before and during the crisis. Finally, the dynamical change of the network community structure is deeply analyzed with different threshold. The result indicates that for large thresholds, the network before and after the crisis has a significant community structure. Though this analysis, it would be helpful to investors for making decisions regarding their portfolios or to regulators for monitoring the key nodes to ensure the overall stability of the global stock market. Public Library of Science 2018-07-18 /pmc/articles/PMC6051609/ /pubmed/30020981 http://dx.doi.org/10.1371/journal.pone.0200600 Text en © 2018 Li, Pi 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
Li, Bentian
Pi, Dechang
Analysis of global stock index data during crisis period via complex network approach
title Analysis of global stock index data during crisis period via complex network approach
title_full Analysis of global stock index data during crisis period via complex network approach
title_fullStr Analysis of global stock index data during crisis period via complex network approach
title_full_unstemmed Analysis of global stock index data during crisis period via complex network approach
title_short Analysis of global stock index data during crisis period via complex network approach
title_sort analysis of global stock index data during crisis period via complex network approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6051609/
https://www.ncbi.nlm.nih.gov/pubmed/30020981
http://dx.doi.org/10.1371/journal.pone.0200600
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