The Power of the "Objective" Bayesian Unit-Root Test

IF 0.8 4区 经济学 Q3 ECONOMICS
Francis W. Ahking
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引用次数: 13

Abstract

Abstract Some researchers, for example, Koop (1992), and Sims (1988), advocated forBayesian alternatives to unit-root testing over the classical approach using theaugmented Dickey-Fuller test (ADF). This paper studies the power of what Koop(1992) has called the ”Objective” Bayesian approach to unit-root testing. Koop’s”objective” Bayesian test is interesting in light of the call by Phillips (1991a,1991b) for more objective Bayesian analysis of time series. We apply the ”ob-jective” 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,our results suggest that the ”objective” Bayesian test is biased in favor of trend-stationarity. We conclude that, at least for the ”objective” Bayesian test, it is notbetter than the classical ADF approach in unit-root tests, and because of its bias,the ”objective” priors suggested by Koop is not appropriate.Journal of Economic Literature Classification: C11, C22, F31I wish to thank Professor Stephen M. Miller, participants at the Southern Eco-nomic Association Annual Meetings, and Department of Economics, Universityof Connecticut, brown-bag seminar for comments on an earlier draft of this paper.Remaining errors are my sole responsibilities.
“客观”贝叶斯单位根检验的威力
一些研究人员,例如Koop(1992)和Sims(1988),主张使用贝叶斯替代单位根检验,而不是使用增强的Dickey-Fuller检验(ADF)的经典方法。本文研究了Koop(1992)所称的单位根检验的“客观”贝叶斯方法的力量。Koop的“客观”贝叶斯检验很有趣,因为Phillips (1991a,1991b)呼吁对时间序列进行更客观的贝叶斯分析。我们将“客观的”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)研究和蒙特卡罗模拟。总的来说,我们的结果表明,“客观”贝叶斯检验偏向于趋势平稳性。我们的结论是,至少对于“客观”贝叶斯检验,它并不比经典的ADF方法在单位根检验中更好,并且由于其偏差,Koop建议的“客观”先验是不合适的。我要感谢Stephen M. Miller教授,南方经济协会年会的与会者,以及康涅狄格大学经济系的“棕色袋子”研讨会对本文早期草稿的评论。剩下的错误由我负责。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Economics-The Open Access Open-Assessment E-Journal
Economics-The Open Access Open-Assessment E-Journal Economics, Econometrics and Finance-Economics, Econometrics and Finance (all)
CiteScore
3.20
自引率
0.00%
发文量
15
审稿时长
30 weeks
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