Generalized M-Fluctuation Tests for Parameter Instability
A general class of fluctuation tests for parameter instability in an M-estimation framework is suggested. The tests are based on partial sum processes of M-estimation scores for which functional central limit theorems are derived under the null hypothesis of parameter stability and local alternative...
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SFB Adaptive Information Systems and Modelling in Economics and Management Science, WU Vienna University of Economics and Business
2003
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ndltd-VIENNA-oai-epub.wu-wien.ac.at-epub-wu-01_4dd2017-02-28T05:22:38Z Generalized M-Fluctuation Tests for Parameter Instability Zeileis, Achim Hornik, Kurt Lineares Regressionsmodell / Parameter <Mathematik> / Instabilität / Fluktuationstest A general class of fluctuation tests for parameter instability in an M-estimation framework is suggested. The tests are based on partial sum processes of M-estimation scores for which functional central limit theorems are derived under the null hypothesis of parameter stability and local alternatives. Special emphasis is given to parameter instability in (generalized) linear regression models and it is shown that the introduced M-fluctuation tests contain a large number of parameter instability or structural change tests known from the statistics and econometrics literature. The usefulness of the procedures is illustrated using artificial data and data for the German M1 money demand, historical demographic time series from Großarl, Austria, and youth homicides in Boston. SFB Adaptive Information Systems and Modelling in Economics and Management Science, WU Vienna University of Economics and Business 2003 Paper NonPeerReviewed en application/pdf http://epub.wu.ac.at/716/1/document.pdf Series: Report Series SFB "Adaptive Information Systems and Modelling in Economics and Management Science" http://epub.wu.ac.at/716/ |
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language |
en |
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Others
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topic |
Lineares Regressionsmodell / Parameter <Mathematik> / Instabilität / Fluktuationstest |
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Lineares Regressionsmodell / Parameter <Mathematik> / Instabilität / Fluktuationstest Zeileis, Achim Hornik, Kurt Generalized M-Fluctuation Tests for Parameter Instability |
description |
A general class of fluctuation tests for parameter instability in an M-estimation framework is suggested. The tests are based on partial sum processes of M-estimation scores for which functional central limit theorems are derived under the null hypothesis of parameter stability and local alternatives. Special emphasis is given to parameter instability in (generalized) linear regression models and it is shown that the introduced M-fluctuation tests contain a large number of parameter instability or structural change tests known from the statistics and econometrics literature. The usefulness of the procedures is illustrated using artificial data and data for the German M1 money demand, historical demographic time series from Großarl, Austria, and youth homicides in Boston. === Series: Report Series SFB "Adaptive Information Systems and Modelling in Economics and Management Science" |
author |
Zeileis, Achim Hornik, Kurt |
author_facet |
Zeileis, Achim Hornik, Kurt |
author_sort |
Zeileis, Achim |
title |
Generalized M-Fluctuation Tests for Parameter Instability |
title_short |
Generalized M-Fluctuation Tests for Parameter Instability |
title_full |
Generalized M-Fluctuation Tests for Parameter Instability |
title_fullStr |
Generalized M-Fluctuation Tests for Parameter Instability |
title_full_unstemmed |
Generalized M-Fluctuation Tests for Parameter Instability |
title_sort |
generalized m-fluctuation tests for parameter instability |
publisher |
SFB Adaptive Information Systems and Modelling in Economics and Management Science, WU Vienna University of Economics and Business |
publishDate |
2003 |
url |
http://epub.wu.ac.at/716/1/document.pdf |
work_keys_str_mv |
AT zeileisachim generalizedmfluctuationtestsforparameterinstability AT hornikkurt generalizedmfluctuationtestsforparameterinstability |
_version_ |
1718417164540575744 |