数学
自回归模型
爆炸物
估计员
应用数学
单位根
类型(生物学)
维纳过程
大偏差理论
单位根检验
高斯分布
二次方程
统计
协整
生态学
化学
物理
几何学
有机化学
量子力学
生物
作者
Hui Jiang,Yilong Wan,Guangyu Yang
出处
期刊:Bernoulli
[Chapman and Hall London]
日期:2022-08-29
卷期号:28 (4)
被引量:9
摘要
This paper concerns the asymptotic properties of the quadratic functionals and associated ordinary least squares estimator in the explosive first-order Gaussian autoregressive process. By the deviation inequalities for multiple Wiener-Itô integrals and asymptotic analysis techniques, Cramér-type moderate deviations are achieved under the explosive and mildly explosive frameworks. As applications, the global and local powers for the unit root test are shown to approach one at exponential rates. Simulation experiments are conducted to confirm the theoretical results.
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