Not all that glitters is RMT in the forecasting of risk of portfolios in the Brazilian stock market
dc.contributor.author | Sandoval Junior, Leonidas | |
dc.contributor.author | ADRIANA BRUSCATO BORTOLUZZO | |
dc.contributor.author | Venezuela, Maria Kelly | |
dc.coverage.pais | Não Informado | pt_BR |
dc.creator | Sandoval Junior, Leonidas | |
dc.creator | Venezuela, Maria Kelly | |
dc.date.accessioned | 2022-08-15T15:07:12Z | |
dc.date.available | 2022-08-15T15:07:12Z | |
dc.date.issued | 2014 | |
dc.description.other | Using stocks of the Brazilian stock exchange (BM&F-Bovespa), we build portfolios of stocks based on Markowitz’s theory and test the predicted and realized risks. This is done using the correlation matrices between stocks, and also using Random Matrix Theory in order to clean such correlation matrices from noise. We also calculate correlation matrices using a regression model in order to remove the effect of common market movements and their cleaned versions using Random Matrix Theory. This is done for years of both low and high volatility of the Brazilian stock market, from 2004 to 2012. The results show that the use of regression to subtract the market effect on returns greatly increases the accuracy of the prediction of risk, and that, although the cleaning of the correlation matrix often leads to portfolios that better predict risks, in periods of high volatility of the market this procedure may fail to do so. The results may be used in the assessment of the true risks when one builds a portfolio of stocks during periods of crisis. | pt_BR |
dc.format.extent | p. 94-109 | pt_BR |
dc.format.medium | Digital | pt_BR |
dc.identifier.doi | https://doi.org/10.1016/j.physa.2014.05.006 | pt_BR |
dc.identifier.issn | 0378-4371 | pt_BR |
dc.identifier.uri | https://repositorio.insper.edu.br/handle/11224/3992 | |
dc.identifier.volume | 410 | pt_BR |
dc.language.iso | Inglês | pt_BR |
dc.publisher | Elsevier | pt_BR |
dc.relation.ispartof | Physica A: Statistical Mechanics and its Applications | pt_BR |
dc.rights.license | O INSPER E ESTE REPOSITÓRIO NÃO DETÊM OS DIREITOS DE USO E REPRODUÇÃO DOS CONTEÚDOS AQUI REGISTRADOS. É RESPONSABILIDADE DOS USUÁRIOS INDIVIDUAIS VERIFICAR OS USOS PERMITIDOS NA FONTE ORIGINAL, RESPEITANDO-SE OS DIREITOS DE AUTOR OU EDITOR | pt_BR |
dc.subject.keywords | Portfolio building | pt_BR |
dc.subject.keywords | Covariance matrix | pt_BR |
dc.subject.keywords | Random Matrix Theory | pt_BR |
dc.subject.keywords | Single Index Model | pt_BR |
dc.subject.keywords | BM&F-Bovespa | pt_BR |
dc.title | Not all that glitters is RMT in the forecasting of risk of portfolios in the Brazilian stock market | pt_BR |
dc.type | journal article | |
dspace.entity.type | Publication | |
local.identifier.sourceUri | https://www.sciencedirect.com/science/article/pii/S0378437114003707 | |
local.subject.cnpq | Ciências Sociais Aplicadas | pt_BR |
local.type | Artigo Científico | pt_BR |
relation.isAuthorOfPublication | ccfd47d5-bd80-4464-98ce-629abb672e3d | |
relation.isAuthorOfPublication.latestForDiscovery | ccfd47d5-bd80-4464-98ce-629abb672e3d |
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