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Title: Structural breaks in dependent, heteroscedastic, and extremal panel data (English)
Author: Maciak, Matúš
Author: Peštová, Barbora
Author: Pešta, Michal
Language: English
Journal: Kybernetika
ISSN: 0023-5954 (print)
ISSN: 1805-949X (online)
Volume: 54
Issue: 6
Year: 2018
Pages: 1106-1121
Summary lang: English
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Category: math
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Summary: New statistical procedures for a change in means problem within a very general panel data structure are proposed. Unlike classical inference tools used for the changepoint problem in the panel data framework, we allow for mutually dependent panels, unequal variances across the panels, and possibly an extremely short follow up period. Two competitive ratio type test statistics are introduced and their asymptotic properties are derived for a large number of available panels. The proposed tests are proved to be consistent and their empirical properties are investigated in an extensive simulation study. The suggested testing approaches are also applied to a real data problem. (English)
Keyword: panel data
Keyword: dependence within panels
Keyword: dependence between panels
Keyword: changepoint
Keyword: short panels
Keyword: heteroscedasticity
Keyword: ratio type statistics
Keyword: consistency
MSC: 62E20
MSC: 62F40
MSC: 62H10
MSC: 62H15
MSC: 62P05
idZBL: Zbl 07031763
idMR: MR3902623
DOI: 10.14736/kyb-2018-6-1106
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Date available: 2019-02-18T14:40:55Z
Last updated: 2020-01-05
Stable URL: http://hdl.handle.net/10338.dmlcz/147599
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