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

被引:29
作者
Omay, Tolga [1 ]
Baleanu, Dumitru [2 ,3 ]
机构
[1] Atilim Univ, Dept Econ, TR-06830 Ankara, Turkey
[2] Cankaya Univ, Dept Math, TR-06530 Ankara, Turkey
[3] Inst Space Sci, Magurele, Romania
关键词
Structural break; Stochastic fractional difference equation; Stationarity; Covid-19; forecast;
D O I
10.1186/s13662-021-03317-9
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
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.
引用
收藏
页数:33
相关论文
共 11 条
[1]   Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19 [J].
Tolga Omay ;
Dumitru Baleanu .
Advances in Difference Equations, 2021
[3]   Comparison of optimization algorithms for selecting the fractional frequency in Fourier form unit root tests [J].
Omay, Tolga ;
Emirmahmutoglu, Furkan ;
Hussain Shahzad, Syed Jawad .
APPLIED ECONOMICS, 2021, 53 (07) :761-780
[4]   On the performance of the variance ratio unit root tests with flexible Fourier form [J].
Erolu, Burak A. ;
Yildirim, Selim .
JOURNAL OF APPLIED STATISTICS, 2021, 48 (13-15) :2560-2579
[5]   A fractional-order mathematical model for analyzing the pandemic trend of COVID-19 [J].
Agarwal, Praveen ;
Ramadan, Mohamed A. ;
Rageh, Abdulqawi A. M. ;
Hadhoud, Adel R. .
MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2022, 45 (08) :4625-4642
[6]   Generalized form of fractional order COVID-19 model with Mittag-Leffler kernel [J].
Aslam, Muhammad ;
Farman, Muhammad ;
Akgul, Ali ;
Ahmad, Aqeel ;
Sun, Meng .
MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2021, 44 (11) :8598-8614
[7]   Forecast analysis of the epidemics trend of COVID-19 in the USA by a generalized fractional-order SEIR model [J].
Xu, Conghui ;
Yu, Yongguang ;
Chen, YangQuan ;
Lu, Zhenzhen .
NONLINEAR DYNAMICS, 2020, 101 (03) :1621-1634
[8]   Forecast analysis of the epidemics trend of COVID-19 in the USA by a generalized fractional-order SEIR model [J].
Conghui Xu ;
Yongguang Yu ;
YangQuan Chen ;
Zhenzhen Lu .
Nonlinear Dynamics, 2020, 101 :1621-1634
[9]   DSSAE: Deep Stacked Sparse Autoencoder Analytical Model for COVID-19 Diagnosis by Fractional Fourier Entropy [J].
Wang, Shui-Hua ;
Zhang, Xin ;
Zhang, Yu-Dong .
ACM TRANSACTIONS ON MANAGEMENT INFORMATION SYSTEMS, 2022, 13 (01)
[10]   COVID-19 Diagnosis by Extracting New Features from Lung CT Images Using Fractional Fourier Transform [J].
Nokhostin, Ali ;
Rashidi, Saeid .
FRACTAL AND FRACTIONAL, 2024, 8 (04)