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The power of the 'objective' Bayesian unit-root test

机译:'客观'贝叶斯单位根检验的力量

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摘要

Some researchers, for example, Koop [1], and Sims [2], have advocated for Bayesian alternatives to unit-root testing over the classical approach using the augmented Dickey-Fuller test (ADF). This paper studies the power of what Koop [1] has called the Objectiveu94 Bayesian approach to unit-root testing. Koop's objective Bayesian test is interesting in light of the call by Phillips [3, 4] for more objective Bayesian analysis of time series. We apply the objective Bayesian unit-root test to a study of long-run purchasing power parity (PPP) in the post-Bretton Woods era and also Monte Carlo simulations. Overall, contrary to the favorable simulation results obtained by Koop [1], our results suggest that the objectiveu94 Bayesian test is biased in favor of trend-stationarity. We conclude that, at least for the objective Bayesian test, it is not better than the classical ADF approach in unit-root tests, and because of its bias, the objective priors suggested by Koop [1] is not appropriate, and we do not recommend its use.
机译:一些研究人员,例如Koop [1]和Sims [2],提倡使用贝叶斯方法代替使用增强Dickey-Fuller检验(ADF)的经典方法来进行单位根检验。本文研究了Koop [1]所说的用于目标单元测试的Objective /贝叶斯方法的功能。鉴于菲利普斯[3,4]呼吁对时间序列进行更客观的贝叶斯分析,考普的客观贝叶斯测试很有趣。我们将客观贝叶斯单位根检验应用于后布雷顿森林时代的长期购买力平价(PPP)研究以及蒙特卡洛模拟。总体而言,与Koop [1]获得的良好模拟结果相反,我们的结果表明客观贝叶斯检验偏向于趋势平稳性。我们得出的结论是,至少对于客观贝叶斯测试,它不比经典的ADF方法在单位根测试中好,并且由于存在偏差,Koop [1]建议的客观先验条件是不合适的,并且我们不这样做。推荐使用。

著录项

  • 作者

    Ahking Francis W.;

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  • 年度 2009
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  • 原文格式 PDF
  • 正文语种 eng
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