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允许分数频率灵活傅里叶形式趋势的分数单位根检验:新冠疫情的可预测性

Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19.

作者信息

Omay Tolga, Baleanu Dumitru

机构信息

Department of Economics, Atilim University, 06830 Ankara, Turkey.

Department of Mathematics, Cankaya University, 06530 Balgat, Ankara, Turkey.

出版信息

Adv Differ Equ. 2021;2021(1):167. doi: 10.1186/s13662-021-03317-9. Epub 2021 Mar 15.

Abstract

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.

摘要

在本研究中,我们提出了一种分数频率灵活傅里叶形式的分数积分ADF单位根检验,它将分数积分和非线性趋势结合为傅里叶函数的一种形式。我们给出了新提出检验的渐近性质,并研究了其小样本性质。此外,我们还给出了新提出检验的分数频率和分数差分算子的最佳估计量。最后,一项实证研究表明,在检验过程中不同时考虑结构突变和分数积分可能会导致关于新冠疫情随机行为的误导性结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7574/7957456/82a4c87023d2/13662_2021_3317_Fig1_HTML.jpg

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