Wild bootstrap tests for unit root in ESTAR models

被引:1
|
作者
Maki, Daiki [1 ]
机构
[1] Ryukoku Univ, Fac Econ, Fushimi Ku, Kyoto 6128577, Japan
来源
STATISTICAL METHODS AND APPLICATIONS | 2015年 / 24卷 / 03期
关键词
Wild bootstrap; Unit root; ESTAR; Heteroskedastic variance; TIME-SERIES; VOLATILITY; STATIONARITY; ARCH;
D O I
10.1007/s10260-014-0289-0
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper introduces wild bootstrap tests for unit root in exponential smooth transition autoregressive (ESTAR) models. Asymptotic unit root tests in ESTAR models have severe size distortions in the presence of heteroskedastic variances such as generalized autoregressive conditional heteroskedasticity and stochastic volatility, and hence, to improve these distortions, we use a wild bootstrap. Monte Carlo simulations show that in asymptotic tests, severe over-rejection of the null hypothesis occurs under heteroskedastic variances, whereas the proposed wild bootstrap tests have reasonable size and power properties.
引用
收藏
页码:475 / 490
页数:16
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