Testing covariance stationarity

Detalhes bibliográficos
Autor(a) principal: Xiao, Zhijie
Data de Publicação: 2006
Outros Autores: Lima, Luiz Renato Regis de Oliveira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional do FGV (FGV Repositório Digital)
Texto Completo: http://hdl.handle.net/10438/948
Resumo: In this paper, we show that the widely used stationarity tests such as the KPSS test have power close to size in the presence of time-varying unconditional variance. We propose a new test as a complement of the existing tests. Monte Carlo experiments show that the proposed test possesses the following characteristics: (i) In the presence of unit root or a structural change in the mean, the proposed test is as powerful as the KPSS and other tests; (ii) In the presence a changing variance, the traditional tests perform badly whereas the proposed test has high power comparing to the existing tests; (iii) The proposed test has the same size as traditional stationarity tests under the null hypothesis of stationarity. An application to daily observations of return on US Dollar/Euro exchange rate reveals the existence of instability in the unconditional variance when the entire sample is considered, but stability is found in subsamples.
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spelling Xiao, ZhijieLima, Luiz Renato Regis de OliveiraEscolas::EPGEFGV2008-05-13T15:42:44Z2008-05-13T15:42:44Z2006-11-010104-8910http://hdl.handle.net/10438/948In this paper, we show that the widely used stationarity tests such as the KPSS test have power close to size in the presence of time-varying unconditional variance. We propose a new test as a complement of the existing tests. Monte Carlo experiments show that the proposed test possesses the following characteristics: (i) In the presence of unit root or a structural change in the mean, the proposed test is as powerful as the KPSS and other tests; (ii) In the presence a changing variance, the traditional tests perform badly whereas the proposed test has high power comparing to the existing tests; (iii) The proposed test has the same size as traditional stationarity tests under the null hypothesis of stationarity. An application to daily observations of return on US Dollar/Euro exchange rate reveals the existence of instability in the unconditional variance when the entire sample is considered, but stability is found in subsamples.engEscola de Pós-Graduação em Economia da FGVEnsaios Econômicos;632Testing covariance stationarityinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleEconomiaEconomiaAnálise de séries temporaisEconometriareponame:Repositório Institucional do FGV (FGV Repositório Digital)instname:Fundação Getulio Vargas (FGV)instacron:FGVinfo:eu-repo/semantics/openAccessORIGINAL2155.pdfapplication/pdf408161https://repositorio.fgv.br/bitstreams/f7c7d9c3-e57b-4322-81cc-d3bf8ef5b152/download5d40af9fb3b4b0ecbda3bddfbe65af6bMD51TEXT2155.pdf.txt2155.pdf.txtExtracted texttext/plain61595https://repositorio.fgv.br/bitstreams/c8b81595-3210-4a36-ba1f-cc50530c8d08/downloade4906635ba005327e3723da0dc8c06bcMD56THUMBNAIL2155.pdf.jpg2155.pdf.jpgGenerated Thumbnailimage/jpeg3166https://repositorio.fgv.br/bitstreams/8d2c943e-1330-4118-8ac6-a5af62c45001/download0509e153710783754420bc551daf14b7MD5710438/9482023-11-09 22:35:16.472open.accessoai:repositorio.fgv.br:10438/948https://repositorio.fgv.brRepositório InstitucionalPRIhttp://bibliotecadigital.fgv.br/dspace-oai/requestopendoar:39742023-11-09T22:35:16Repositório Institucional do FGV (FGV Repositório Digital) - Fundação Getulio Vargas (FGV)false
dc.title.eng.fl_str_mv Testing covariance stationarity
title Testing covariance stationarity
spellingShingle Testing covariance stationarity
Xiao, Zhijie
Economia
Economia
Análise de séries temporais
Econometria
title_short Testing covariance stationarity
title_full Testing covariance stationarity
title_fullStr Testing covariance stationarity
title_full_unstemmed Testing covariance stationarity
title_sort Testing covariance stationarity
author Xiao, Zhijie
author_facet Xiao, Zhijie
Lima, Luiz Renato Regis de Oliveira
author_role author
author2 Lima, Luiz Renato Regis de Oliveira
author2_role author
dc.contributor.unidadefgv.por.fl_str_mv Escolas::EPGE
dc.contributor.affiliation.none.fl_str_mv FGV
dc.contributor.author.fl_str_mv Xiao, Zhijie
Lima, Luiz Renato Regis de Oliveira
dc.subject.area.por.fl_str_mv Economia
topic Economia
Economia
Análise de séries temporais
Econometria
dc.subject.bibliodata.por.fl_str_mv Economia
Análise de séries temporais
Econometria
description In this paper, we show that the widely used stationarity tests such as the KPSS test have power close to size in the presence of time-varying unconditional variance. We propose a new test as a complement of the existing tests. Monte Carlo experiments show that the proposed test possesses the following characteristics: (i) In the presence of unit root or a structural change in the mean, the proposed test is as powerful as the KPSS and other tests; (ii) In the presence a changing variance, the traditional tests perform badly whereas the proposed test has high power comparing to the existing tests; (iii) The proposed test has the same size as traditional stationarity tests under the null hypothesis of stationarity. An application to daily observations of return on US Dollar/Euro exchange rate reveals the existence of instability in the unconditional variance when the entire sample is considered, but stability is found in subsamples.
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dc.date.issued.fl_str_mv 2006-11-01
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