Modeling exchange rate dependence dynamics at different time horizons

被引:70
作者
Dias, Alexandra [1 ]
Embrechts, Paul [2 ]
机构
[1] Univ Warwick, Warwick Business Sch, Finance Grp, Coventry CV4 7AL, W Midlands, England
[2] ETH, Dept Math, CH-8092 Zurich, Switzerland
关键词
Foreign exchange rates; Multivariate time series; Copula-GARCH; Conditional dependence; Dynamic copula; AUTOREGRESSIVE CONDITIONAL HETEROSCEDASTICITY; COPULA; SERIES;
D O I
10.1016/j.jimonfin.2010.06.004
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Despite an extensive body of research, the best way to model the dependence of exchange rates remains an open question. In this paper we present a new approach which employs a flexible time-varying copula model. It allows the conditional correlation between exchange rates to be both time-varying and modeled independently from the marginal distributions. We introduce a dynamic specification for the correlation using the Fisher transformation. Applied to Euro/US dollar and Japanese Yen/US dollar, our results reveal a significantly time-varying correlation, dependent on the past return realizations. We find that a time-varying copula with the proposed correlation specification gives better results than alternative dynamic benchmark models. The dynamic copula model outperforms at six different time horizons, ranging from hourly to daily, confirming the model specification. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1687 / 1705
页数:19
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