On the parametrization of multivariate Garch models

被引:12
|
作者
Scherrer, Wolfgang [1 ]
Ribarits, Eva [1 ]
机构
[1] Vienna Univ Technol, Inst Math Methods Econ, A-1040 Vienna, Austria
关键词
D O I
10.1017/S026646660707020X
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper deals with issues of structure and parametrization of VECH models proposed in Bollerslev, Engle, and Wooldridge (1988) and Baba, Engle, Kraft, and Kroner (BEKK) models. Both general models and also restricted versions such as the widely used diagonal VECH (DVECH) and factor generalized autoregressive conditional heteroskedastic (F-GARCH) models are discussed. A simple algorithm is presented that checks whether a given VECH model may be cast as a BEKK model. It is shown that in the bivariate case BEKK models are as general as VECH models. In higher dimensional cases however, VECH models allow for more flexibility. In addition, a parametrization for a generic, i.e., open and dense, class of BEKK models is given, and the frequently cited parametrization by Engle and Kroner (1995, Econometric Theory 11, 122-150) is analyzed. Two shortcomings of the latter are pointed out. Finally, parametrizations for BEKK (p, q, K) models with K <= n, including DVECH, F-GARCH, and a generalization of the latter, are discussed.
引用
收藏
页码:464 / 484
页数:21
相关论文
共 50 条
  • [1] Affine multivariate GARCH models
    Escobar-Anel, Marcos
    Rastegari, Javad
    Stentoft, Lars
    [J]. JOURNAL OF BANKING & FINANCE, 2020, 118
  • [2] Multivariate GARCH models: A survey
    Bauwens, L
    Laurent, S
    Rombouts, JVK
    [J]. JOURNAL OF APPLIED ECONOMETRICS, 2006, 21 (01) : 79 - 109
  • [3] Multivariate GARCH models with correlation clustering
    So, Mike K. P.
    Yip, Iris W. H.
    [J]. Journal of Forecasting, 2012, 31 (05): : 443 - 468
  • [4] Identification of structural multivariate GARCH models
    Hafner, Christian M.
    Herwartz, Helmut
    Maxand, Simone
    [J]. JOURNAL OF ECONOMETRICS, 2022, 227 (01) : 212 - 227
  • [5] Analytical Score for Multivariate GARCH Models
    Lucchetti R.
    [J]. Computational Economics, 2002, 19 (2) : 133 - 143
  • [6] On asymptotic theory for multivariate GARCH models
    Hafner, Christian M.
    Preminger, Arie
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2009, 100 (09) : 2044 - 2054
  • [7] On spatial contagion and multivariate GARCH models
    Jaworski, Piotr
    Pitera, Marcin
    [J]. APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2014, 30 (03) : 303 - 327
  • [8] Multivariate GARCH Models with Correlation Clustering
    So, Mike K. P.
    Yip, Iris W. H.
    [J]. JOURNAL OF FORECASTING, 2012, 31 (05) : 443 - 468
  • [9] Testing multivariate distributions in GARCH models
    Bai, Jushan
    Chen, Zhihong
    [J]. JOURNAL OF ECONOMETRICS, 2008, 143 (01) : 19 - 36
  • [10] On the forecasting accuracy of multivariate GARCH models
    Laurent, Sebastien
    Rombouts, Jeroen V. K.
    Violante, Francesco
    [J]. JOURNAL OF APPLIED ECONOMETRICS, 2012, 27 (06) : 934 - 955