Forecasting and turning point predictions in a Bayesian panel VAR model

被引:75
作者
Canova, F
Ciccarelli, M
机构
[1] Univ Alicante, Alicante 03690, Spain
[2] Univ Pompeu Fabra, Dept Econ & Empresa, Barcelona 08005, Spain
[3] CEPR, London, England
关键词
forecasting; turning points; Bayesian methods; panel VAR; Markov chain Monte Carlo methods;
D O I
10.1016/S0304-4076(03)00216-1
中图分类号
F [经济];
学科分类号
02 ;
摘要
We provide methods for forecasting variables and predicting turning points in panel Bayesian VARs. We specify a flexible model, which accounts for both interdependencies in the cross section and time variations in the parameters. Posterior distributions for the parameters are obtained for hierarchical and for Minnesota-type priors. Formulas for multistep, multiunit point and average forecasts are provided. An application to the problem of forecasting the growth rate of Output and of predicting turning points in the G-7 illustrates the approach. A comparison with alternative forecasting methods is also provided. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:327 / 359
页数:33
相关论文
共 37 条
[1]   European asymmetries [J].
Ballabriga, F ;
Sebastián, M ;
Vallés, J .
JOURNAL OF INTERNATIONAL ECONOMICS, 1999, 48 (02) :233-253
[2]  
BERGER J. O., 2013, Statistical Decision Theory and Bayesian Analysis, DOI [10.1007/978-1-4757-4286-2, DOI 10.1007/978-1-4757-4286-2]
[3]  
BINDER M, 2000, 0003 DAE U CAMBR
[4]  
CANOVA F, 1993, J ECON DYN CONTROL, V17, P233, DOI 10.1016/S0165-1889(06)80011-4
[5]  
CANOVA F, 1999, 443 U POMP FABR
[6]  
CANOVA F, 1997, 137 UPF
[7]  
CARTER CK, 1994, BIOMETRIKA, V81, P541
[8]   MULTIVARIATE REGRESSION-MODELS FOR PANEL DATA [J].
CHAMBERLAIN, G .
JOURNAL OF ECONOMETRICS, 1982, 18 (01) :5-46
[9]  
Chamberlain G., 1984, HDB ECONOMETRICS, V2, P1247, DOI DOI 10.1016/S1573-4412(84)02014-6
[10]   Markov chain Monte Carlo simulation methods in econometrics [J].
Chib, S ;
Greenberg, E .
ECONOMETRIC THEORY, 1996, 12 (03) :409-431