Robust ranking of multivariate GARCH models by problem dimension

被引:26
|
作者
Caporin, Massimiliano [1 ]
McAleer, Michael [2 ,3 ,4 ,5 ]
机构
[1] Univ Padua, Dept Econ & Management Marco Fanno, I-35123 Padua, Italy
[2] Erasmus Univ, Erasmus Sch Econ, Inst Econometr, Rotterdam, Netherlands
[3] Tinbergen Inst, Amsterdam, Netherlands
[4] Kyoto Univ, Inst Econ Res, Kyoto 6068501, Japan
[5] Univ Complutense Madrid, Dept Quantitat Econ, E-28040 Madrid, Spain
基金
澳大利亚研究理事会;
关键词
Covariance forecasting; Model confidence set; Robust model ranking; MGARCH; Robust model comparison; VOLATILITY MODELS; ASYMPTOTIC THEORY;
D O I
10.1016/j.csda.2012.05.012
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Several Multivariate GARCH (MGARCH) models have been proposed, and recently such MGARCH specifications have been examined in terms of their out-of-sample forecasting performance. An empirical comparison of alternative MGARCH models is provided, which focuses on the BEKK, DCC, Corrected DCC (cDCC), CCC, OGARCH models, Exponentially Weighted Moving Average, and covariance shrinking, all fitted to historical data for 89 US equities. Notably, a wide range of models, including the recent cDCC model and the covariance shrinking method, are used. Several tests and approaches for direct and indirect model comparison, including the Model Confidence Set, are considered. Furthermore, the robustness of model rankings to the cross-sectional dimension of the problem is analyzed. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:172 / 185
页数:14
相关论文
共 50 条
  • [1] Robust M-estimation of multivariate GARCH models
    Boudt, Kris
    Croux, Christophe
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2010, 54 (11) : 2459 - 2469
  • [2] Affine multivariate GARCH models
    Escobar-Anel, Marcos
    Rastegari, Javad
    Stentoft, Lars
    [J]. JOURNAL OF BANKING & FINANCE, 2020, 118
  • [3] Multivariate GARCH models: A survey
    Bauwens, L
    Laurent, S
    Rombouts, JVK
    [J]. JOURNAL OF APPLIED ECONOMETRICS, 2006, 21 (01) : 79 - 109
  • [4] On the parametrization of multivariate Garch models
    Scherrer, Wolfgang
    Ribarits, Eva
    [J]. ECONOMETRIC THEORY, 2007, 23 (03) : 464 - 484
  • [5] Robust estimation of the simplified multivariate GARCH model
    Iqbal, Farhat
    [J]. EMPIRICAL ECONOMICS, 2013, 44 (03) : 1353 - 1372
  • [6] MULTIVARIATE T AND RANKING PROBLEM
    FREEMAN, H
    KUZMACK, A
    MAURICE, R
    [J]. BIOMETRIKA, 1967, 54 : 305 - &
  • [7] A MULTIVARIATE SOLUTION OF THE MULTIVARIATE RANKING AND SELECTION PROBLEM
    DUDEWICZ, EJ
    TANEJA, VS
    [J]. COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1981, 10 (18): : 1849 - 1868
  • [8] Robust estimation of the simplified multivariate GARCH model
    Farhat Iqbal
    [J]. Empirical Economics, 2013, 44 : 1353 - 1372
  • [9] Robust estimates for GARCH models
    Muler, Nora
    Yhai, Victor J.
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2008, 138 (10) : 2918 - 2940
  • [10] Identification of structural multivariate GARCH models
    Hafner, Christian M.
    Herwartz, Helmut
    Maxand, Simone
    [J]. JOURNAL OF ECONOMETRICS, 2022, 227 (01) : 212 - 227