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Estimating 'value at risk' of crude oil price and its spillover effect using the ged-garch approach

文献类型:期刊论文

作者Fan, Ying1; Zhang, Yue-Jun1,2; Tsai, Hsien-Tang3; Wei, Yi-Ming1
刊名Energy economics
出版日期2008-11-01
卷号30期号:6页码:3156-3171
关键词International crude oil markets Ged-garch models Value-at-risk (var) Granger causality in risk Risk spillover effect
ISSN号0140-9883
DOI10.1016/j.eneco.2008.04.002
通讯作者Wei, yi-ming(ymwei@deas.harvard.edu)
英文摘要Estimation has been carried out using garch-type models, based on the generalized error distribution (ged), for both the extreme downside and upside value-at-risks (var) of returns in the wti and brent crude oil spot markets. furthermore, according to a new concept of granger causality in risk, a kernel-based test is proposed to detect extreme risk spillover effect between the two oil markets. results of an empirical study indicate that the ged-garch-based var approach appears more effective than the well-recognized hsaf (i.e. historical simulation with arma forecasts). moreover, this approach is also more realistic and comprehensive than the standard normal distribution-based var model that is commonly used. results reveal that there is significant two-way risk spillover effect between wti and brent markets. supplementary study indicates that at the 99% confidence level, when negative market news arises that brings about a slump in oil price return, historical information on risk in the wti market helps to forecast the brent market. conversely, it is not the case when positive news occurs and returns rise. historical information on risk in the two markets can facilitate forecasts of future extreme market risks for each other. these results are valuable for anyone who needs evaluation and forecasts of the risk situation in international crude oil markets. (c) 2008 elsevier b.v. all rights reserved.
WOS关键词MANAGEMENT ; MARKETS ; MODELS
WOS研究方向Business & Economics
WOS类目Economics
语种英语
WOS记录号WOS:000260272900027
出版者ELSEVIER SCIENCE BV
URI标识http://www.irgrid.ac.cn/handle/1471x/2387199
专题中国科学院大学
通讯作者Wei, Yi-Ming
作者单位1.Chinese Acad Sci, Ctr Energy & Environm Policy Res, Inst Policy & Management, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100080, Peoples R China
3.Natl Sun Yat Sen Univ, Coll Management, Kaohsiung 80424, Taiwan
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GB/T 7714
Fan, Ying,Zhang, Yue-Jun,Tsai, Hsien-Tang,et al. Estimating 'value at risk' of crude oil price and its spillover effect using the ged-garch approach[J]. Energy economics,2008,30(6):3156-3171.
APA Fan, Ying,Zhang, Yue-Jun,Tsai, Hsien-Tang,&Wei, Yi-Ming.(2008).Estimating 'value at risk' of crude oil price and its spillover effect using the ged-garch approach.Energy economics,30(6),3156-3171.
MLA Fan, Ying,et al."Estimating 'value at risk' of crude oil price and its spillover effect using the ged-garch approach".Energy economics 30.6(2008):3156-3171.

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来源:中国科学院大学

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