Complex behavior of stock markets : processes of synchronization and desynchronization during crises

Detalhes bibliográficos
Autor(a) principal: Araújo, Tanya
Data de Publicação: 2004
Outros Autores: Louçã, Francisco
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.5/25945
Resumo: This paper investigates the dynamics of in the S&P500 index from daily returns for the last 30 years. Using a stochastic geometry technique, each S&P500 yearly batch of data is embedded in a subspace that can be accurately described by a reduced number of dimensions. Such feature is understood as empirical evidence for the presence of a certain amount of structure in the market. As part of the inquiry into the structure of the market we investigate changes in its volume and shape, and we define new measures for that purpose. Having these measures defined in the space of stocks we analyze the effects of some extreme phenomena on the geometry of the market. We discuss the hypothesis that collective behavior in period of crises reinforces the structure of correlations between stocks, but that it also may have an opposite effect on clustering by similar economic sectors. Comparing the crises of 1987 and 2001, we discuss why the expansion of the ellipsoid describing the geometry of the distances in the market, which occurs in the latter period, is not homogeneous through sectors. The conclusions from this research identify some of the changes in the structure of the market over the last 30 years
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spelling Complex behavior of stock markets : processes of synchronization and desynchronization during crisesStock MarketsS&P500 indexCurrency CrisesApplied FinanceComplexity in EconomicsArtificial EconomyThis paper investigates the dynamics of in the S&P500 index from daily returns for the last 30 years. Using a stochastic geometry technique, each S&P500 yearly batch of data is embedded in a subspace that can be accurately described by a reduced number of dimensions. Such feature is understood as empirical evidence for the presence of a certain amount of structure in the market. As part of the inquiry into the structure of the market we investigate changes in its volume and shape, and we define new measures for that purpose. Having these measures defined in the space of stocks we analyze the effects of some extreme phenomena on the geometry of the market. We discuss the hypothesis that collective behavior in period of crises reinforces the structure of correlations between stocks, but that it also may have an opposite effect on clustering by similar economic sectors. Comparing the crises of 1987 and 2001, we discuss why the expansion of the ellipsoid describing the geometry of the distances in the market, which occurs in the latter period, is not homogeneous through sectors. The conclusions from this research identify some of the changes in the structure of the market over the last 30 yearsCornell UniversityRepositório da Universidade de LisboaAraújo, TanyaLouçã, Francisco2022-11-07T15:17:22Z20042004-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/25945engAraújo, Tanya and Francisco Louçã. (2004). "Complex behavior of stock markets: processes of synchronization and desynchronization during crises". arXiv preprint cond-mat/0403333. (Research PDF at 2022).info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-06T14:55:28Zoai:www.repository.utl.pt:10400.5/25945Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:09:40.179692Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Complex behavior of stock markets : processes of synchronization and desynchronization during crises
title Complex behavior of stock markets : processes of synchronization and desynchronization during crises
spellingShingle Complex behavior of stock markets : processes of synchronization and desynchronization during crises
Araújo, Tanya
Stock Markets
S&P500 index
Currency Crises
Applied Finance
Complexity in Economics
Artificial Economy
title_short Complex behavior of stock markets : processes of synchronization and desynchronization during crises
title_full Complex behavior of stock markets : processes of synchronization and desynchronization during crises
title_fullStr Complex behavior of stock markets : processes of synchronization and desynchronization during crises
title_full_unstemmed Complex behavior of stock markets : processes of synchronization and desynchronization during crises
title_sort Complex behavior of stock markets : processes of synchronization and desynchronization during crises
author Araújo, Tanya
author_facet Araújo, Tanya
Louçã, Francisco
author_role author
author2 Louçã, Francisco
author2_role author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Araújo, Tanya
Louçã, Francisco
dc.subject.por.fl_str_mv Stock Markets
S&P500 index
Currency Crises
Applied Finance
Complexity in Economics
Artificial Economy
topic Stock Markets
S&P500 index
Currency Crises
Applied Finance
Complexity in Economics
Artificial Economy
description This paper investigates the dynamics of in the S&P500 index from daily returns for the last 30 years. Using a stochastic geometry technique, each S&P500 yearly batch of data is embedded in a subspace that can be accurately described by a reduced number of dimensions. Such feature is understood as empirical evidence for the presence of a certain amount of structure in the market. As part of the inquiry into the structure of the market we investigate changes in its volume and shape, and we define new measures for that purpose. Having these measures defined in the space of stocks we analyze the effects of some extreme phenomena on the geometry of the market. We discuss the hypothesis that collective behavior in period of crises reinforces the structure of correlations between stocks, but that it also may have an opposite effect on clustering by similar economic sectors. Comparing the crises of 1987 and 2001, we discuss why the expansion of the ellipsoid describing the geometry of the distances in the market, which occurs in the latter period, is not homogeneous through sectors. The conclusions from this research identify some of the changes in the structure of the market over the last 30 years
publishDate 2004
dc.date.none.fl_str_mv 2004
2004-01-01T00:00:00Z
2022-11-07T15:17:22Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.5/25945
url http://hdl.handle.net/10400.5/25945
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Araújo, Tanya and Francisco Louçã. (2004). "Complex behavior of stock markets: processes of synchronization and desynchronization during crises". arXiv preprint cond-mat/0403333. (Research PDF at 2022).
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dc.publisher.none.fl_str_mv Cornell University
publisher.none.fl_str_mv Cornell University
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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