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Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19
In this study we propose a fractional frequency flexible Fourier form fractionally integrated ADF unit-root test, which combines the fractional integration and nonlinear trend as a form of the Fourier function. We provide the asymptotics of the newly proposed test and investigate its small-sample pr...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7957456/ https://www.ncbi.nlm.nih.gov/pubmed/33747069 http://dx.doi.org/10.1186/s13662-021-03317-9 |
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author | Omay, Tolga Baleanu, Dumitru |
author_facet | Omay, Tolga Baleanu, Dumitru |
author_sort | Omay, Tolga |
collection | PubMed |
description | In this study we propose a fractional frequency flexible Fourier form fractionally integrated ADF unit-root test, which combines the fractional integration and nonlinear trend as a form of the Fourier function. We provide the asymptotics of the newly proposed test and investigate its small-sample properties. Moreover, we show the best estimators for both fractional frequency and fractional difference operator for our newly proposed test. Finally, an empirical study demonstrates that not considering the structural break and fractional integration simultaneously in the testing process may lead to misleading results about the stochastic behavior of the Covid-19 pandemic. |
format | Online Article Text |
id | pubmed-7957456 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-79574562021-03-15 Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 Omay, Tolga Baleanu, Dumitru Adv Differ Equ Research In this study we propose a fractional frequency flexible Fourier form fractionally integrated ADF unit-root test, which combines the fractional integration and nonlinear trend as a form of the Fourier function. We provide the asymptotics of the newly proposed test and investigate its small-sample properties. Moreover, we show the best estimators for both fractional frequency and fractional difference operator for our newly proposed test. Finally, an empirical study demonstrates that not considering the structural break and fractional integration simultaneously in the testing process may lead to misleading results about the stochastic behavior of the Covid-19 pandemic. Springer International Publishing 2021-03-15 2021 /pmc/articles/PMC7957456/ /pubmed/33747069 http://dx.doi.org/10.1186/s13662-021-03317-9 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Research Omay, Tolga Baleanu, Dumitru Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title | Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title_full | Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title_fullStr | Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title_full_unstemmed | Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title_short | Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 |
title_sort | fractional unit-root tests allowing for a fractional frequency flexible fourier form trend: predictability of covid-19 |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7957456/ https://www.ncbi.nlm.nih.gov/pubmed/33747069 http://dx.doi.org/10.1186/s13662-021-03317-9 |
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