VARMA versus VAR for macroeconomic forecasting

被引:57
作者
Athanasopoulos, George [1 ]
Vahid, Farshid [2 ]
机构
[1] Monash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
[2] Australian Natl Univ, Sch Econ, Canberra, ACT 0200, Australia
基金
澳大利亚研究理事会;
关键词
identification; multivariate time series; scalar components; VARMA models;
D O I
10.1198/073500107000000313
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this article, we argue that there is no compelling reason for restricting the class of multivariate models considered for macroeconomic forecasting to vector autoregressive (VAR) models, given the recent advances in vector autoregressive moving average (VARMA) modeling methodology and improvements in computing power. To support this claim, we use real macroeconomic data, and show that VARMA models forecast macroeconomic variables more accurately than VARs.
引用
收藏
页码:237 / 252
页数:16
相关论文
共 36 条
[1]  
AGOSTINO A, 2006, 605 EUR CENTR BANK
[2]   What does the yield curve tell us about GDP growth? [J].
Ang, A ;
Plazzesi, M ;
Wei, M .
JOURNAL OF ECONOMETRICS, 2006, 131 (1-2) :359-403
[3]  
ATHANASOPOULOS G, 2005, THESIS MONASH U
[4]  
ATHANASOPOULOS G, 2006, COMPLETE VARMA MODEL
[5]   Tests of equal forecast accuracy and encompassing for nested models [J].
Clark, TE ;
McCracken, MW .
JOURNAL OF ECONOMETRICS, 2001, 105 (01) :85-110
[6]   ON THE LIMITATIONS OF COMPARING MEAN-SQUARE FORECAST ERRORS [J].
CLEMENTS, MP ;
HENDRY, DF .
JOURNAL OF FORECASTING, 1993, 12 (08) :617-637
[7]   Consistent test for nonlinear out of sample predictive accuracy [J].
Corradi, V ;
Swanson, NR .
JOURNAL OF ECONOMETRICS, 2002, 110 (02) :353-381
[8]   Nonparametric bootstrap procedures for predictive inference based on recursive estimation schemes [J].
Corradi, Valentina ;
Swanson, Norman R. .
INTERNATIONAL ECONOMIC REVIEW, 2007, 48 (01) :67-109
[9]   COMPARING PREDICTIVE ACCURACY [J].
DIEBOLD, FX ;
MARIANO, RS .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1995, 13 (03) :253-263
[10]  
DURBIN J, 1963, ECONOMET THEOR, V4, P159