Unit Root Hypothesis in the Presence of Stochastic Volatility, a Bayesian Analysis

被引:0
|
作者
Jin-Yu Zhang
Yong Li
Zhu-Ming Chen
机构
[1] Nanjing University,Software Institute
[2] Renmin University of China,Hanqing Advanced Institute of Economics and Finance
[3] Sun Yat-sen University,Sun Yat
来源
Computational Economics | 2013年 / 41卷
关键词
Bayes factor; Dickey–Fuller test; Unit root; Stochastic volatility; Nonstationary;
D O I
暂无
中图分类号
学科分类号
摘要
This paper investigates the impact of stochastic volatility on the Dickey–Fuller unit root test. Monte Carlo simulations show that the test size is seriously distorted if nonstationary stochastic volatility is ignored. To improve the performance of the test, we propose a Bayesian test for unit root that is robust in the presence of stationary and nonstationary stochastic volatility. The finite sample property of the proposed test statistic is evaluated using Monte Carlo studies. Applying the developed method, we test the policy effect of the Split Share Structure Reform, which is an important milestone for the development of the emerging stock market in China.
引用
收藏
页码:89 / 100
页数:11
相关论文
共 50 条
  • [1] Unit Root Hypothesis in the Presence of Stochastic Volatility, a Bayesian Analysis
    Zhang, Jin-Yu
    Li, Yong
    Chen, Zhu-Ming
    [J]. COMPUTATIONAL ECONOMICS, 2013, 41 (01) : 89 - 100
  • [2] An Improved Bayesian Unit Root Test in Stochastic Volatility Models
    Li, Yong
    Yu, Jun
    [J]. ANNALS OF ECONOMICS AND FINANCE, 2019, 20 (01): : 103 - 122
  • [3] Bayesian unit-root testing in stochastic volatility models
    So, MKP
    Li, WK
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1999, 17 (04) : 491 - 496
  • [4] Testing for a unit root in the presence of stochastic volatility and leverage effect
    Li, Yong
    Chong, Terence Tai-Leung
    Zhang, Jie
    [J]. ECONOMIC MODELLING, 2012, 29 (05) : 2035 - 2038
  • [5] An Efficient Stochastic Simulation Algorithm for Bayesian Unit Root Testing in Stochastic Volatility Models
    Li, Yong
    Ni, Zhongxin
    Zhang, Jie
    [J]. COMPUTATIONAL ECONOMICS, 2011, 37 (03) : 237 - 248
  • [6] An Efficient Stochastic Simulation Algorithm for Bayesian Unit Root Testing in Stochastic Volatility Models
    Yong Li
    Zhongxin Ni
    Jie Zhang
    [J]. Computational Economics, 2011, 37 : 237 - 248
  • [7] A Bayesian analysis of stochastic unit root models
    Jones, CR
    Marriott, JM
    [J]. BAYESIAN STATISTICS 6, 1999, : 785 - 794
  • [8] BAYESIAN UNIT-ROOT TESTING IN STOCHASTIC VOLATILITY MODELS WITH CORRELATED ERRORS
    Kalaylioglu, Zeynep I.
    Bozdemir, Burak
    Ghosh, Sujit K.
    [J]. HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2013, 42 (06): : 659 - 669
  • [9] BAYESIAN ANALYSIS OF STOCHASTIC VOLATILITY MODELS
    Elabed, Asma Graja
    Masmoudi, Afif
    [J]. ADVANCES AND APPLICATIONS IN STATISTICS, 2010, 19 (02) : 81 - 95
  • [10] BAYESIAN ENCOMPASSING TESTS OF A UNIT-ROOT HYPOTHESIS
    FLORENS, JP
    LARRIBEAU, S
    MOUCHART, M
    [J]. ECONOMETRIC THEORY, 1994, 10 (3-4) : 747 - 763