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使用傅里叶函数的非线性平滑断点近似法检验分数单位根。

Testing fractional unit roots with non-linear smooth break approximations using Fourier functions.

作者信息

Gil-Alana Luis A, Yaya OlaOluwa S

机构信息

Faculty of Economics, University of Navarra, Pamplona, Spain.

Universidad Francisco de Vitoria, Madrid, Spain.

出版信息

J Appl Stat. 2020 Apr 27;48(13-15):2542-2559. doi: 10.1080/02664763.2020.1757047. eCollection 2021.

Abstract

In this paper, we present a testing procedure for fractional orders of integration in the context of non-linear terms approximated by Fourier functions. The test statistic has an asymptotic standard normal distribution and several Monte Carlo experiments conducted in the paper show that it performs well in finite samples. Various applications using real life time series, such as US unemployment rates, US GNP and Purchasing Power Parity (PPP) of G7 countries are presented at the end of the paper.

摘要

在本文中,我们提出了一种在由傅里叶函数逼近的非线性项背景下的分数阶积分检验程序。检验统计量具有渐近标准正态分布,并且本文进行的多个蒙特卡罗实验表明它在有限样本中表现良好。本文末尾展示了使用实际时间序列的各种应用,如美国失业率、美国国民生产总值以及七国集团国家的购买力平价(PPP)。

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