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Published on: September 11, 2019
Testing fractional unit roots with non-linear smooth break approximations using Fourier functions.
Luis A Gil-Alana1,2, OlaOluwa S Yaya3
1Faculty of Economics, University of Navarra, Pamplona, Spain.
This study introduces a new test for fractional integration with non-linear terms, showing good performance in simulations and real-world economic data analysis.
Area of Science:
- Econometrics
- Time Series Analysis
Background:
- Fractional integration is a key concept in time series analysis.
- Non-linear dynamics are prevalent in many economic time series.
Purpose of the Study:
- To develop and validate a testing procedure for fractional orders of integration.
- To accommodate non-linear terms approximated by Fourier functions.
Main Methods:
- Development of a new test statistic.
- Asymptotic distribution theory (standard normal).
- Monte Carlo simulations for finite sample performance.
Main Results:
- The proposed test statistic follows an asymptotic standard normal distribution.
- Monte Carlo experiments demonstrate good finite sample properties.
- The procedure is effective in analyzing real-world economic data.
Conclusions:
- The new testing procedure is a valuable tool for analyzing fractional integration in the presence of non-linearities.
- The method is robust and applicable to various economic time series datasets.
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