Forecasting of dependence, market, and investment risks of a global index portfolio

被引:11
|
作者
Hernandez, Jose Arreola [1 ]
Al Janabi, Mazin A. M. [2 ]
机构
[1] Rennes Sch Business, Dept Accounting & Finance, F-35065 Rennes, France
[2] Tecnol Monterrey, EGADE Business Sch, Santa Fe Campus, Mexico City, DF, Mexico
关键词
commodities; emerging and developed markets; forecasting; portfolio investment risk; value-at-risk; vine copulas; VALUE-AT-RISK; MULTIVARIATE DEPENDENCE; OPTIMIZATION ALGORITHMS; EMPIRICAL-ANALYSIS; OIL PRICES; SELECTION; MODELS; VINES;
D O I
10.1002/for.2641
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper undertakes an in-sample and rolling-window comparative analysis of dependence, market, and portfolio investment risks on a 10-year global index portfolio of developed, emerging, and commodity markets. We draw our empirical results by fitting vine copulas (e.g., r-vines, c-vines, d-vines), IGARCH(1,1) RiskMetrics value-at-risk (VaR), and portfolio optimization methods based on risk measures such as the variance, conditional value-at-risk, conditional drawdown-at-risk, minimizing regret (Minimax), and mean absolute deviation. The empirical results indicate that all international indices tend to correlate strongly in the negative tail of the return distribution; however, emerging markets, relative to developed and commodity markets, exhibit greater dependence, market, and portfolio investment risks. The portfolio optimization shows a clear preference towards the gold commodity for investment, while Japan and Canada are found to have the highest and lowest market risk, respectively. The vine copula analysis identifies symmetry in the dependence dynamics of the global index portfolio modeled. Large VaR diversification benefits are produced at the 95% and 99% confidence levels by the modeled international index portfolio. The empirical results may appeal to international portfolio investors and risk managers for advanced portfolio management, hedging, and risk forecasting.
引用
收藏
页码:512 / 532
页数:21
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