Fractional Unit-Root Tests Allowing for a Fractional Frequency Flexible Fourier Form Trend: Predictability of Covid-19
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Date
2021
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
Springer
Open Access Color
GOLD
Green Open Access
Yes
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Publicly Funded
No
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.
Description
Omay, Tolga/0000-0003-0263-2258
ORCID
Keywords
Structural Break, Stochastic Fractional Difference Equation, Stationarity, Covid-19 Forecast, Stationarity, Social Sciences, Estimator, Mathematical analysis, Quantum mechanics, Stochastic fractional difference equation, Theory and Applications of Option Pricing Models, QA1-939, FOS: Mathematics, Structural break, Anomalous Diffusion Modeling and Analysis, Covid-19 forecast, Research, Physics, Statistics, Fractional calculus, Applied mathematics, Predictability, Economics, Econometrics and Finance, Fractional Derivatives, Unit root, Modeling and Forecasting Financial Volatility, Modeling and Simulation, Physical Sciences, Fourier transform, Nonlinear system, Mathematics, Finance, Applications of statistics to actuarial sciences and financial mathematics, Epidemiology, stochastic fractional difference equation, Inference from stochastic processes and spectral analysis, Non-Markovian processes: hypothesis testing, structural break, Time series, auto-correlation, regression, etc. in statistics (GARCH), stationarity
Fields of Science
01 natural sciences, 0502 economics and business, 0103 physical sciences, 05 social sciences
Citation
Omay, Tolga; Baleanu, Dumitru (2021). "Fractional unit-root tests allowing for a fractional frequency flexible Fourier form trend: predictability of Covid-19", Advances in Difference Equations, Vol. 2021, No. 1.
WoS Q
Q1
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OpenCitations Citation Count
29
Source
Advances in Difference Equations
Volume
2021
Issue
1
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Citations
CrossRef : 26
Scopus : 34
PubMed : 3
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Mendeley Readers : 15
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