ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES

Detalhes bibliográficos
Autor(a) principal: Arab, Idir
Data de Publicação: 2018
Outros Autores: Oliveira, Paulo
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/84943
Resumo: We consider a special class of weak dependent random variables with control on covariances of Lipschitz transformations. This class includes, but is not limited to, positively, negatively associated variables and a few other classes of weakly dependent structures. We prove the Strong Law of Large Numbers with the characterization of convergence rates which is almost optimal, in the sense that it is arbitrarily close to the optimal rate for independent variables. Moreover, we prove an inequality comparing the joint distributions with the product distributions of the margins, similar to the well known Newman's inequality for characteristic functions of associated variables. As a consequence, we prove the Central Limit Theorem together with its functional counterpart, and also the convergence of the empirical process for this class of weak dependent variables.
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spelling ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLESCentral Limit TheoremConvergence rateL-weak dependenceStrong law of large numbersWe consider a special class of weak dependent random variables with control on covariances of Lipschitz transformations. This class includes, but is not limited to, positively, negatively associated variables and a few other classes of weakly dependent structures. We prove the Strong Law of Large Numbers with the characterization of convergence rates which is almost optimal, in the sense that it is arbitrarily close to the optimal rate for independent variables. Moreover, we prove an inequality comparing the joint distributions with the product distributions of the margins, similar to the well known Newman's inequality for characteristic functions of associated variables. As a consequence, we prove the Central Limit Theorem together with its functional counterpart, and also the convergence of the empirical process for this class of weak dependent variables.2018info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/84943http://hdl.handle.net/10316/84943por0868-6904Arab, IdirOliveira, Pauloinfo: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:RCAAP2020-05-29T10:05:17Zoai:estudogeral.uc.pt:10316/84943Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:06:26.197889Repositório 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 ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
title ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
spellingShingle ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
Arab, Idir
Central Limit Theorem
Convergence rate
L-weak dependence
Strong law of large numbers
title_short ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
title_full ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
title_fullStr ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
title_full_unstemmed ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
title_sort ASYMPTOTIC RESULTS FOR CERTAIN WEAK DEPENDENT VARIABLES
author Arab, Idir
author_facet Arab, Idir
Oliveira, Paulo
author_role author
author2 Oliveira, Paulo
author2_role author
dc.contributor.author.fl_str_mv Arab, Idir
Oliveira, Paulo
dc.subject.por.fl_str_mv Central Limit Theorem
Convergence rate
L-weak dependence
Strong law of large numbers
topic Central Limit Theorem
Convergence rate
L-weak dependence
Strong law of large numbers
description We consider a special class of weak dependent random variables with control on covariances of Lipschitz transformations. This class includes, but is not limited to, positively, negatively associated variables and a few other classes of weakly dependent structures. We prove the Strong Law of Large Numbers with the characterization of convergence rates which is almost optimal, in the sense that it is arbitrarily close to the optimal rate for independent variables. Moreover, we prove an inequality comparing the joint distributions with the product distributions of the margins, similar to the well known Newman's inequality for characteristic functions of associated variables. As a consequence, we prove the Central Limit Theorem together with its functional counterpart, and also the convergence of the empirical process for this class of weak dependent variables.
publishDate 2018
dc.date.none.fl_str_mv 2018
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/84943
http://hdl.handle.net/10316/84943
url http://hdl.handle.net/10316/84943
dc.language.iso.fl_str_mv por
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dc.relation.none.fl_str_mv 0868-6904
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