Vines climbing higher: Risk management for commodity futures markets using a regular vine copula approach
Hemei Li,
Zhenya Liu and
Shixuan Wang
International Journal of Finance & Economics, 2022, vol. 27, issue 2, 2438-2457
Abstract:
The volume of trading activity relating to China's commodity futures has grown rapidly over the course of the last decade. To improve risk management in China's commodity futures markets, this paper employs a regular vine (R‐vine) copula model to study the dependence structure of commodity futures and to enhance Value‐at‐Risk (VaR) forecast. In doing so, we find that China's commodity futures market is not centred on one category of commodity futures and the tail dependence between different categories of commodity futures varies significantly. Based on the dependence structure analysed using the R‐vine copula model, we forecast the VaR of individual indices, which are formed of several commodity futures, as well as forecasting the VaR of an equally‐weighted portfolio. Our method can outperform the standard GARCH‐VaR method in terms of VaR backtesting. The tool developed within this study will enable those involved in commodity futures markets to improve their risk management.
Date: 2022
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (2)
Downloads: (external link)
https://doi.org/10.1002/ijfe.2280
Related works:
Working Paper: Vines climbing higher: Risk management for commodity futures markets using a regular vine copula approach (2020)
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:wly:ijfiec:v:27:y:2022:i:2:p:2438-2457
Ordering information: This journal article can be ordered from
http://jws-edcv.wile ... PRINT_ISSN=1076-9307
Access Statistics for this article
International Journal of Finance & Economics is currently edited by Mark P. Taylor, Keith Cuthbertson and Michael P. Dooley
More articles in International Journal of Finance & Economics from John Wiley & Sons, Ltd.
Bibliographic data for series maintained by Wiley Content Delivery ().