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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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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. |
format | Online Article Text |
id | pubmed-6051609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT libentian analysisofglobalstockindexdataduringcrisisperiodviacomplexnetworkapproach AT pidechang analysisofglobalstockindexdataduringcrisisperiodviacomplexnetworkapproach |