Bootstrap unit root tests in panels with cross-sectional dependency

被引:185
作者
Chang, Y [1 ]
机构
[1] Rice Univ, Dept Econ, Houston, TX 77005 USA
关键词
panels with cross-sectional dependency; unit root tests; sieve bootstrap; AR approximation;
D O I
10.1016/S0304-4076(03)00214-8
中图分类号
F [经济];
学科分类号
02 ;
摘要
We apply bootstrap methodology to unit root tests for dependent panels with N cross-sectional units and T time series observations. More specifically, we let each panel be driven by a general linear process which may be different across cross-sectional units, and approximate it by a finite order autoregressive integrated process of order increasing with T. As we allow the dependency among the innovations generating the individual series, we construct our unit root tests from the estimation of the system of the entire N cross-sectional units. The limit distributions of the tests are derived by passing T to infinity, with N fixed. We then apply bootstrap method to the approximated autoregressions to obtain critical values for the panel unit root tests, and establish the asymptotic validity of such bootstrap panel unit root tests under general conditions. The proposed bootstrap tests are indeed quite general covering a wide class of panel models. They in particular allow for very general dynamic structures which may vary across individual units, and more importantly for the presence of arbitrary cross-sectional dependency. The finite sample performance of the bootstrap tests is examined via simulations, and compared to that of commonly used panel unit root tests. We find that our bootstrap tests perform relatively well, especially when N is small. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:263 / 293
页数:31
相关论文
共 27 条
  • [1] Estimation when a parameter is on a boundary
    Andrews, DWK
    [J]. ECONOMETRICA, 1999, 67 (06) : 1341 - 1383
  • [2] [Anonymous], 1996, ECONOMETRICS PANEL D
  • [3] Baltagi BH., 2008, Econometric analysis of panel data, DOI DOI 10.1007/978-3-030-53953-5
  • [4] Banerjee A, 1999, OXFORD B ECON STAT, V61, P607, DOI 10.1111/1468-0084.0610s1607
  • [5] BOOTSTRAPPING UNSTABLE 1ST-ORDER AUTOREGRESSIVE PROCESSES
    BASAWA, IV
    MALLIK, AK
    MCCORMICK, WP
    REEVES, JH
    TAYLOR, RL
    [J]. ANNALS OF STATISTICS, 1991, 19 (02) : 1098 - 1101
  • [6] Brockwell P. J., 1987, TIME SERIES THEORY M
  • [7] A sieve bootstrap for the test of a unit root
    Chang, Y
    Park, JY
    [J]. JOURNAL OF TIME SERIES ANALYSIS, 2003, 24 (04) : 379 - 400
  • [8] Chang Y., 2002, Econometric Reviews, V21, P431, DOI [10.1081/ETC-120015385, DOI 10.1081/ETC-120015385]
  • [9] CHANG Y, 2000, UNPUB BOOTSTRAPPING
  • [10] Efficient tests for an autoregressive unit root
    Elliott, G
    Rothenberg, TJ
    Stock, JH
    [J]. ECONOMETRICA, 1996, 64 (04) : 813 - 836