Ten Things You Should Know about the Dynamic Conditional Correlation Representation

被引:75
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, Econometr Inst, Erasmus Sch Econ, NL-3000 DR Rotterdam, Netherlands
[3] Tinbergen Inst, NL-3000 DR Rotterdam, Netherlands
[4] Univ Complutense Madrid, Dept Quantitat Econ, Madrid 28223, Spain
[5] Kyoto Univ, Inst Econ Res, Kyoto 6068501, Japan
基金
澳大利亚研究理事会; 日本学术振兴会;
关键词
DCC representation; BEKK; GARCC; stated representation; derived model; conditional correlations; two step estimators; assumed asymptotic properties; filter;
D O I
10.3390/econometrics1010115
中图分类号
F [经济];
学科分类号
02 ;
摘要
The purpose of the paper is to discuss ten things potential users should know about the limits of the Dynamic Conditional Correlation (DCC) representation for estimating and forecasting time-varying conditional correlations. The reasons given for caution about the use of DCC include the following: DCC represents the dynamic conditional covariances of the standardized residuals, and hence does not yield dynamic conditional correlations; DCC is stated rather than derived; DCC has no moments; DCC does not have testable regularity conditions; DCC yields inconsistent two step estimators; DCC has no asymptotic properties; DCC is not a special case of Generalized Autoregressive Conditional Correlation (GARCC), which has testable regularity conditions and standard asymptotic properties; DCC is not dynamic empirically as the effect of news is typically extremely small; DCC cannot be distinguished empirically from diagonal Baba, Engle, Kraft and Kroner (BEKK) in small systems; and DCC may be a useful filter or a diagnostic check, but it is not a model.
引用
收藏
页码:115 / 126
页数:12
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