VALUE AT RISK WITH STOCHASTIC VOLATILITY PERTURBED BY HURST PARAMETER

被引:3
作者
Alhagyan, Mohammed [1 ]
Misiran, Masnita [2 ]
Omar, Zurni [2 ]
Hadi, Nadia Edmaz Abdul [3 ]
Phewchean, Nattakorn [4 ,5 ]
Matarneh, Khaled [6 ]
机构
[1] Prince Sattam Bin Abdulaziz Univ, Community Coll Al Aflaj, Dept Math, Al Kharj, Saudi Arabia
[2] Univ Utara Malaysia, Sch Quantitat Sci, Dept Math & Stat, Bukit Kayu Hitam, Kedah, Malaysia
[3] ValueCAP, HP Towers, Kuala Lumpur, Malaysia
[4] Mahidol Univ, Fac Sci, Dept Math, Rama VI Rd, Bangkok 10400, Thailand
[5] Minist Educ, Ctr Excellence Math, Commiss Higher Educ, Rama VI Rd, Bangkok 10400, Thailand
[6] Arab Open Univ, IT Dept, Riyadh, Saudi Arabia
关键词
value at risk; Hurst parameter; stochastic volatility; self-similar; LONG-MEMORY; CAPITAL REQUIREMENTS;
D O I
10.17654/AS070010031
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
The commonly adopted value at risk (VaR) model assumes the distribution of portfolio values that are normally distributed with stationary and independent increment, which restricts its usage for cases of arbitrary distributions. In this study, the current assumption is improved by constructing theoretical development of VaR model based on fractional Brownian motion, with Hurst parameter, H, as its underlying distribution. Empirical investigation is conducted to compare the standard model with the proposed model. The findings indicated that higher value of H provided higher value in VaR, thus suggesting greater probability to lose.
引用
收藏
页码:31 / 43
页数:13
相关论文
共 20 条
[1]  
Alhagyan M., 2016, FAR E J MATH SCI FJM, V99, P221
[2]   Pricing and hedging long-term options [J].
Bakshi, G ;
Cao, C ;
Chen, ZW .
JOURNAL OF ECONOMETRICS, 2000, 94 (1-2) :277-318
[3]  
Caporale G.M., 2016, Journal of Economics and Finance, V40, P235
[4]   Estimation and pricing under long-memory stochastic volatility [J].
Chronopoulou A. ;
Viens F.G. .
Annals of Finance, 2012, 8 (2-3) :379-403
[5]   A MARKET EVALUATION OF THE RISK-BASED CAPITAL STANDARDS FOR THE US FINANCIAL-SYSTEM [J].
CORDELL, LR ;
KING, KK .
JOURNAL OF BANKING & FINANCE, 1995, 19 (3-4) :531-562
[6]  
Dietz S, 2016, NAT CLIM CHANGE, V6, P676, DOI [10.1038/nclimate2972, 10.1038/NCLIMATE2972]
[7]   CAPITAL REQUIREMENTS FOR SECURITIES FIRMS [J].
DIMSON, E ;
MARSH, P .
JOURNAL OF FINANCE, 1995, 50 (03) :821-851
[8]   RISK-BASED CAPITAL REQUIREMENTS AND BANK PORTFOLIO RISK [J].
GJERDE, O ;
SEMMEN, K .
JOURNAL OF BANKING & FINANCE, 1995, 19 (07) :1159-1173
[9]   Multiscale Shannon entropy and its application in the stock market [J].
Gu, Rongbao .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 484 :215-224
[10]   Do long memory and asymmetries matter when assessing downside return risk? [J].
Katzke, Nico ;
Garbers, Chris .
INVESTMENT ANALYSTS JOURNAL, 2016, 45 (03) :123-148