统计研究 ›› 2011, Vol. 28 ›› Issue (1): 99-105.

• 论文 • 上一篇    下一篇

平稳阈值自回归下的伪回归研究

刘汉中   

  • 出版日期:2011-01-15 发布日期:2011-01-18

Spurious Regression between Stationary Threshold Autoregressive Models

Liu Hanzhong   

  • Online:2011-01-15 Published:2011-01-18

摘要: 研究表明相互独立的平稳阈值自回归(TAR)模型之间的回归存在伪回归,且伪回归的产生与样本容量和随机干扰项的分布无关。通过一系列的MC模拟,不仅证实了理论结论,而且模拟结果还表明当持久性相同时,两机制TAR回归模型比三机制TAR回归模型具有更大的拒绝率,原因在于两机制TAR下,OLS法估计得到的标准误具有更厚的左尾。此外在模拟中也发现当随机干扰项服从TAR模型时,Newey-West(1987)的一致异方差估计法是不适用的。

关键词: 伪回归, 阈值自回归模型, 一致方差-协方差估计, Monte-Carlo模拟

Abstract: This paper studies that spurious regression exits when a pair of independent threshold regressive models is regressed according to standard OLS method, and it is independent of the sample size and various distribution of the error term. Through a set of Monte- Carlo simulations, this paper finds some evidence that there exits larger reject ratio under two-regime TAR models than under three-regime TAR models when two TAR regression models have the same persistence. It attributes to the estimator of standard error under two-regime TAR models, and the estimator of standard error has larger left-trail probability in two-regime TAR than in the three-regime TAR. As addition, when error term is TAR process, the Newey-West HAC consistent covariance estimate is not suitable.

Key words: Spurious regression, Threshold Autoregressive Model, Consistent covariance estimate, Monte-Carlo simulation