Adjusted empirical likelihood for value at risk and expected shortfall

被引:5
作者
Yan, Zhen [1 ,2 ]
Zhang, Junjian [2 ]
机构
[1] Guangxi Normal Univ, Sch Math & Stat, Guilin 541004, Guangxi, Peoples R China
[2] Renmin Univ China, Sch Stat, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Adjusted empirical likelihood; Confidence region; Coverage probability; Expected shortfall; Value at risk; VALUE-AT-RISK; NONPARAMETRIC-ESTIMATION;
D O I
10.1080/03610926.2014.1002933
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Value at risk (VaR) and expected shortfall (ES) are widely used risk measures of the risk of loss on a specific portfolio of financial assets. Adjusted empirical likelihood (AEL) is an important non parametric likelihood method which is developed from empirical likelihood (EL). It can overcome the limitation of convex hull problems in EL. In this paper, we use AELmethod to estimate confidence region for VaR and ES. Theoretically, we find that AEL has the same large sample statistical properties as EL, and guarantees solution to the estimating equations in EL. In addition, simulation results indicate that the coverage probabilities of the new confidence regions are higher than that of the original EL with the same level. These results showthat the AEL estimation for VaR and ES deserves to recommend for the real applications.
引用
收藏
页码:2580 / 2591
页数:12
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