存在结构突变时非线性单位根的检验及其在1997年亚洲金融危机期间有条件购买力平价中的应用

Testing for nonlinear unit roots in the presence of a structural break with an application to the qualified PPP during the 1997 Asian financial crisis

International Journal of Finance and Economics · 2018
被引 7
ABS 3

中文导读

通过蒙特卡洛模拟评估结构突变下标准ADF检验与非线性指数平滑转换自回归单位根检验的统计性质,提出修正检验方法,并应用于5个东亚和东南亚国家实际有效汇率均值回归分析。

Abstract

Abstract This paper applies Monte Carlo simulations to evaluate the size and power properties in the presence of a structural break, for the standard Augmented Dickey‐Fuller (ADF) test versus nonlinear exponential smooth transition autoregressive unit root tests. The break causes the tests to be undersized, and the statistical power considerably decreases. Moreover, the effect is intensified in small samples and very much increased for more persistent nonlinear series. As a remedy, we modify the standard ADF and exponential smooth transition autoregressive unit root tests in order to adjust for a structural break. This improves both the power and the size considerably, even though the empirical size still is lower than the nominal one. More persistent series are more affected by structural breaks, and the new tests are most powerful under the existence of a rather persistent nonlinear data generating process (which is an empirically relevant and common type of data generating process). The proposed tests are applied to investigate mean reversion in the real effective exchange rates of 5 East and Southeast Asian countries, taking into account the structural change in exchange rate regime brought about by the 1997 Asian financial crisis. The empirical findings corroborate our simulation results; the modified more powerful tests are able to reject the unit root in all 5 countries, whereas the tests that do not consider the structural break could only reject in one of these cases.

单位根检验结构突变非线性时间序列购买力平价亚洲金融危机