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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

机译:在存在结构性断裂的情况下测试非线性单位根,并在1997年亚洲金融危机期间将其应用于合格的PPP

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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.
机译:本文使用蒙特卡洛模拟来评估在结构断裂的情况下的尺寸和功率特性,适用于标准的增强Dickey-Fuller(ADF)测试与非线性指数平滑过渡自回归单元根测试。中断会导致测试尺寸过小,并且统计功效会大大降低。此外,在较小的样本中效果会增强,而对于更持久的非线性序列,效果会大大提高。作为补救措施,我们修改了标准ADF和指数平滑过渡自回归单元根检验,以适应结构性断裂。即使经验尺寸仍然小于标称尺寸,这也大大提高了功率和尺寸。更具持久性的序列受结构破坏的影响更大,并且在存在相当持久的非线性数据生成过程(这是与数据相关的经验相关且通用的类型)的情况下,新测试功能最为强大。考虑到1997年亚洲金融危机引起的汇率制度的结构性变化,拟议的检验用于调查5个东亚和东南亚国家实际有效汇率的均值回归。实验结果证实了我们的模拟结果;经过修改的功能更强大的测试能够在所有5个国家/地区拒绝单位根,而没有考虑结构性破坏的测试只能在其中一种情况下拒绝。

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