A component model for dynamic correlations

被引:237
作者
Colacito, Riccardo [2 ]
Engle, Robert F. [3 ]
Ghysels, Eric [1 ,2 ]
机构
[1] Univ N Carolina, Dept Econ, Chapel Hill, NC 27599 USA
[2] Univ N Carolina, Kenan Flagler Business Sch, Div Finance, Chapel Hill, NC 27599 USA
[3] NYU, Stern Sch Business, Dept Finance, New York, NY 10003 USA
关键词
Dynamic correlations; Forecasting; Mixed data sampling; CONDITIONAL CORRELATION; RETURN COMOVEMENTS; ASYMPTOTIC THEORY; STOCK;
D O I
10.1016/j.jeconom.2011.02.013
中图分类号
F [经济];
学科分类号
02 ;
摘要
We propose a model of dynamic correlations with a short- and long-run component specification, by extending the idea of component models for volatility. We call this class of models DCC-MIDAS. The key ingredients are the Engle (2002) DCC model, the Engle and Lee (1999) component GARCH model replacing the original DCC dynamics with a component specification and the Engle et al. (2006) GARCHMIDAS specification that allows us to extract a long-run correlation component via mixed data sampling. We provide a comprehensive econometric analysis of the new class of models, and provide extensive empirical evidence that supports the model's specification. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:45 / 59
页数:15
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