Risk aggregation with dependence uncertainty

被引:79
作者
Bernard, Carole [1 ]
Jiang, Xiao [2 ]
Wang, Ruodu [1 ]
机构
[1] Univ Waterloo, Dept Stat & Actuarial Sci, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Waterloo, ON N2L 3G1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Dependence structure; Aggregate risk; Admissible risk; Convex risk measures; TVaR; Convex order; Complete mixability; VaR bounds; IMPROVED FRECHET BOUNDS; MODEL UNCERTAINTY; STOCHASTIC ORDERS; SHARP BOUNDS; SUMS; COMONOTONICITY; INEQUALITIES; MARGINALS;
D O I
10.1016/j.insmatheco.2013.11.005
中图分类号
F [经济];
学科分类号
02 ;
摘要
Risk aggregation with dependence uncertainty refers to the sum of individual risks with known marginal distributions and unspecified dependence structure. We introduce the admissible risk class to study risk aggregation with dependence uncertainty. The admissible risk class has some nice properties such as robustness, convexity, permutation invariance and affine invariance. We then derive a new convex ordering lower bound over this class and give a sufficient condition for this lower bound to be sharp in the case of identical marginal distributions. The results are used to identify extreme scenarios and calculate bounds on Value-at-Risk as well as on convex and coherent risk measures and other quantities of interest in finance and insurance. Numerical illustrations are provided for different settings and commonly-used distributions of risks. Crown Copyright (C) 2013 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:93 / 108
页数:16
相关论文
共 46 条
  • [1] ALBRECHER H., 2008, APPL MATH FINANCE, V15, P123, DOI [DOI 10.1080/13527260701356633, 10.1080/13527260701356633]
  • [2] [Anonymous], 2010, DEV MOD RISK AGGR
  • [3] [Anonymous], 2002, ADV FINANCE STOCHAST
  • [4] [Anonymous], 1983, Metrika, DOI [10.1007/BF02056901, DOI 10.1007/BF02056901]
  • [5] Coherent measures of risk
    Artzner, P
    Delbaen, F
    Eber, JM
    Heath, D
    [J]. MATHEMATICAL FINANCE, 1999, 9 (03) : 203 - 228
  • [6] Basel Committee on Banking Supervision, 2012, CONS DOC MAY 2012 FU
  • [7] Stochastic orders and risk measures:: Consistency and bounds
    Bäuerle, N
    Müller, A
    [J]. INSURANCE MATHEMATICS & ECONOMICS, 2006, 38 (01) : 132 - 148
  • [8] Bernard C., 2013, WORKING PAPER
  • [9] Bounds on Capital Requirements For Bivariate Risk with Given Marginals and Partial Information on the Dependence
    Bernard, Carole
    Liu, Yuntao
    MacGillivray, Niall
    Zhang, Jinyuan
    [J]. DEPENDENCE MODELING, 2013, 1 (01): : 37 - 53
  • [10] A NOTE ON 'IMPROVED FRECHET BOUNDS AND MODEL-FREE PRICING OF MULTI-ASSET OPTIONS' BY TANKOV (2011)
    Bernard, Carole
    Jiang, Xiao
    Vanduffel, Steven
    [J]. JOURNAL OF APPLIED PROBABILITY, 2012, 49 (03) : 866 - 875