MONTE CARLO ESTIMATION OF VALUE-AT-RISK, CONDITIONAL VALUE-AT-RISK AND THEIR SENSITIVITIES

被引:0
|
作者
Hong, L. Jeff [1 ]
Liu, Guangwu [2 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Ind Engn & Logist Management, Kowloon, Hong Kong, Peoples R China
[2] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
关键词
QUANTILE SENSITIVITIES; CAPITAL ALLOCATION; CREDIT PORTFOLIOS; PROBABILITY; SIMULATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Value-at-risk and conditional value at risk are two widely used risk measures, employed in the financial industry for risk management purposes. This tutorial discusses Monte Carlo methods for estimating value-at-risk, conditional value-at-risk and their sensitivities. By relating the mathematical representation of value-at-risk to that of conditional value-at-risk, it provides a unified view of simulation methodologies for both risk measures and their sensitivities.
引用
收藏
页码:95 / 107
页数:13
相关论文
共 50 条
  • [31] Credit risk optimization with Conditional Value-at-Risk criterion
    Fredrik Andersson
    Helmut Mausser
    Dan Rosen
    Stanislav Uryasev
    [J]. Mathematical Programming, 2001, 89 : 273 - 291
  • [32] Credit risk optimization with Conditional Value-at-Risk criterion
    Andersson, F
    Mausser, H
    Rosen, D
    Uryasev, S
    [J]. MATHEMATICAL PROGRAMMING, 2001, 89 (02) : 273 - 291
  • [33] Backtesting Parametric Value-at-Risk With Estimation Risk
    Escanciano, J. Carlos
    Olmo, Jose
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2010, 28 (01) : 36 - 51
  • [34] A random-fuzzy portfolio selection DEA model using value-at-risk and conditional value-at-risk
    Shiraz, Rashed Khanjani
    Tavana, Madjid
    Fukuyama, Hirofumi
    [J]. SOFT COMPUTING, 2020, 24 (22) : 17167 - 17186
  • [35] Nonparametric estimation for risk in value-at-risk estimator
    Chang, YP
    Hung, MC
    Wu, YF
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2003, 32 (04) : 1041 - 1064
  • [36] Using Tukey's g and h family of distributions to calculate value-at-risk and conditional value-at-risk
    Jimenez, Jose Alfredo
    Arunachalam, Viswanathan
    [J]. JOURNAL OF RISK, 2011, 13 (04): : 95 - 116
  • [37] Estimation risk for value-at-risk and expected shortfall
    Kabaila, Paul
    Mainzer, Rheanna
    [J]. JOURNAL OF RISK, 2018, 20 (03): : 29 - 47
  • [38] A random-fuzzy portfolio selection DEA model using value-at-risk and conditional value-at-risk
    Rashed Khanjani Shiraz
    Madjid Tavana
    Hirofumi Fukuyama
    [J]. Soft Computing, 2020, 24 : 17167 - 17186
  • [39] On multivariate extensions of the conditional Value-at-Risk measure
    Di Bernardino, E.
    Fernandez-Ponce, J. M.
    Palacios-Rodriguez, F.
    Rodriguez-Grinolo, M. R.
    [J]. INSURANCE MATHEMATICS & ECONOMICS, 2015, 61 : 1 - 16
  • [40] Suboptimality in portfolio conditional value-at-risk optimization
    Jakobsons, Edgars
    [J]. JOURNAL OF RISK, 2016, 18 (04): : 1 - 23