Limit theorems and applications (SAMSOS, 2008)

01 - Approximations and limit theory for quadratic forms of linear processes - Liudas GIRAITIS


Listen Later

The paper develops a limit theory for the quadratic form $Q_{n,X}$ in linear random variables $X_1, ldots, X_n$ which can be used to derive the asymptotic normality of various semiparametric, kernel, window and other estimators converging at a rate which is not necessarily $n^{1/2}$. The theory covers practically all forms of linear serial dependence including long, short and negative memory, and provides conditions which can be readily verified thus eliminating the need to develop technical arguments for special cases. This is accomplished by establishing a general CLT for $Q_{n,X}$ with normalization $(var[Q_{n,X}])^{1/2}$ assuming only $2+delta$ finite moments. Previous results for forms in dependent variables allowed only normalization with $n^{1/2}$ and required at least four finite moments. Our technique uses approximations of $Q_{n, X}$ by a form $Q_{n, Z}$ in i.i.d. errors $Z_1, ldots, Z_n$. We develop sharp bounds for these approximations which in some cases are faster by the factor $n^{1/2}$ compared to the existing results. Liudas GIRAITIS Document associé : support de présentation : http://epi.univ-paris1.fr/servlet/com.univ.collaboratif.utils.LectureFichiergw?CODE_FICHIER=1207750657882 (pdf) Ecouter l'intervention : Bande son disponible au format mp3 Durée : 51 mn
...more
View all episodesView all episodes
Download on the App Store

Limit theorems and applications (SAMSOS, 2008)By


More shows like Limit theorems and applications (SAMSOS, 2008)

View all
StatLearn 2012 - Workshop on "Challenging problems in Statistical Learning" by Statlearn2012

StatLearn 2012 - Workshop on "Challenging problems in Statistical Learning"

0 Listeners

Numérique et société (2014) by

Numérique et société (2014)

0 Listeners

Découper le temps : les périodes de l'histoire by Université de Paris 1 Panthéon-Sorbonne

Découper le temps : les périodes de l'histoire

0 Listeners

Science juridique de l'économie : gouvernance (LADEF, 2010) by

Science juridique de l'économie : gouvernance (LADEF, 2010)

1 Listeners

Droit administratif et institutions administratives (CAVEJ, Jean-Marie Pontier, 2010) by

Droit administratif et institutions administratives (CAVEJ, Jean-Marie Pontier, 2010)

0 Listeners

Initiation à l'art grec by Alain Duplouy

Initiation à l'art grec

1 Listeners

Pédagogie et numérique by

Pédagogie et numérique

1 Listeners

Droit des services publics (CAVEJ, Gilles Guglielmi, 2010) by

Droit des services publics (CAVEJ, Gilles Guglielmi, 2010)

0 Listeners

Science juridique de l'économie : institutions (LADEF, 2010) by

Science juridique de l'économie : institutions (LADEF, 2010)

0 Listeners