Market efficiency, nonlinearity and technical analysis in the global market

Detalhes bibliográficos
Autor(a) principal: Ly, Amadú
Data de Publicação: 2007
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/629
Resumo: In this thesis we investigate market efficiency from a different perspective. Instead of traditional approach to one market in specific, this time around we study market efficiency from a global perspective. See the global market indices as one single market. We used both nonlinear methods and technical analysis in order to accomplish our purpose. We used BDS to test for nonlinearity in the return series, as expected the results conformed with the general view, which is market returns exhibit nonlinear dependence. We trace the cause of the dependence as a result of the ARCH type process. We also used technical trading strategy to test whether profit can be made through trading in stock indices around the world. We investigate the simple moving averages, weighted moving averages and exponential moving averages with different allocation of resources, we found all techniques to be profitable when 1% and 2% commission are considered. For the 50 day simple moving average, the average daily return is 0,0009%, compared with the - 0,669% of the buy and hold strategy. These results were also confirmed using bootstrap methodology in which we considered the random walk model as return generating process. These rules are profitable after accounting for commission fees.
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spelling Market efficiency, nonlinearity and technical analysis in the global marketÍndice bolsistaEficiência de mercadoMétodos não linearesTeste BDSAnálise técnicaBootstrapWorld market indicesTechnical analysisMarket EfficiencyNonlinearityBDS testIn this thesis we investigate market efficiency from a different perspective. Instead of traditional approach to one market in specific, this time around we study market efficiency from a global perspective. See the global market indices as one single market. We used both nonlinear methods and technical analysis in order to accomplish our purpose. We used BDS to test for nonlinearity in the return series, as expected the results conformed with the general view, which is market returns exhibit nonlinear dependence. We trace the cause of the dependence as a result of the ARCH type process. We also used technical trading strategy to test whether profit can be made through trading in stock indices around the world. We investigate the simple moving averages, weighted moving averages and exponential moving averages with different allocation of resources, we found all techniques to be profitable when 1% and 2% commission are considered. For the 50 day simple moving average, the average daily return is 0,0009%, compared with the - 0,669% of the buy and hold strategy. These results were also confirmed using bootstrap methodology in which we considered the random walk model as return generating process. These rules are profitable after accounting for commission fees.Nesta dissertação analisou-se a eficiência dos mercados numa perspectiva diferente. Em vez da abordagem tradicional a um mercado específico, estudou-se a eficiência de uma forma global. Considerou-se que os índices globais dos mercados formavam um mercado único integrado. Utilizaram-se simultaneamente métodos não lineares e a análise técnica para testar a eficiência do mercado global. Utilizou-se a BDS para testar a não linearidade na série de rendibilidades dos índices, tal como esperado, os resultados confirmaram os estudos anteriores, ou seja, os mercados têm uma dependência não linear. Esta dependência resultará de um processo de tipo ARCH. Utilizaram-se regras de “trading” baseadas na análise técnica para testar se é possível obter uma rendibilidade anómala com os referidos índices de acções. Consideraram-se médias móveis simples, ponderadas e exponenciais, ensaiando várias afectações diferentes de recursos (ponderação igual e proporcional), detectou-se que todas as estratégias eram rentáveis mesmo depois de considerar comissões de 1% e até de 2%. Para a média móvel simples de 50 dias, a rendibilidade media diária é de 0,0009%, comparável com -0,669% para a estratégia “buy and hold”. Estes resultados também foram confirmados através da metodologia de “bootstrap”, em que se considerou o modelo “random walk” como um processo gerador das rendibilidades. Estas estratégias são rentáveis mesmo depois de consideradas as comissões.2008-03-04T11:27:04Z2008-03-04T00:00:00Z2008-03-042007info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfapplication/octet-streamhttp://hdl.handle.net/10071/629engLy, Amadúinfo: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:RCAAP2023-11-09T17:25:11Zoai:repositorio.iscte-iul.pt:10071/629Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:11:24.864678Repositório 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 Market efficiency, nonlinearity and technical analysis in the global market
title Market efficiency, nonlinearity and technical analysis in the global market
spellingShingle Market efficiency, nonlinearity and technical analysis in the global market
Ly, Amadú
Índice bolsista
Eficiência de mercado
Métodos não lineares
Teste BDS
Análise técnica
Bootstrap
World market indices
Technical analysis
Market Efficiency
Nonlinearity
BDS test
title_short Market efficiency, nonlinearity and technical analysis in the global market
title_full Market efficiency, nonlinearity and technical analysis in the global market
title_fullStr Market efficiency, nonlinearity and technical analysis in the global market
title_full_unstemmed Market efficiency, nonlinearity and technical analysis in the global market
title_sort Market efficiency, nonlinearity and technical analysis in the global market
author Ly, Amadú
author_facet Ly, Amadú
author_role author
dc.contributor.author.fl_str_mv Ly, Amadú
dc.subject.por.fl_str_mv Índice bolsista
Eficiência de mercado
Métodos não lineares
Teste BDS
Análise técnica
Bootstrap
World market indices
Technical analysis
Market Efficiency
Nonlinearity
BDS test
topic Índice bolsista
Eficiência de mercado
Métodos não lineares
Teste BDS
Análise técnica
Bootstrap
World market indices
Technical analysis
Market Efficiency
Nonlinearity
BDS test
description In this thesis we investigate market efficiency from a different perspective. Instead of traditional approach to one market in specific, this time around we study market efficiency from a global perspective. See the global market indices as one single market. We used both nonlinear methods and technical analysis in order to accomplish our purpose. We used BDS to test for nonlinearity in the return series, as expected the results conformed with the general view, which is market returns exhibit nonlinear dependence. We trace the cause of the dependence as a result of the ARCH type process. We also used technical trading strategy to test whether profit can be made through trading in stock indices around the world. We investigate the simple moving averages, weighted moving averages and exponential moving averages with different allocation of resources, we found all techniques to be profitable when 1% and 2% commission are considered. For the 50 day simple moving average, the average daily return is 0,0009%, compared with the - 0,669% of the buy and hold strategy. These results were also confirmed using bootstrap methodology in which we considered the random walk model as return generating process. These rules are profitable after accounting for commission fees.
publishDate 2007
dc.date.none.fl_str_mv 2007
2008-03-04T11:27:04Z
2008-03-04T00:00:00Z
2008-03-04
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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status_str publishedVersion
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url http://hdl.handle.net/10071/629
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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