Systematic stress tests with entropic plausibility constraints

被引:53
作者
Breuer, Thomas [1 ]
Csiszar, Imre [2 ]
机构
[1] PPE Res Ctr, Fachhsch Vorarlberg, A-6850 Dornbirn, Austria
[2] Hungarian Acad Sci, Alfred Renyi Inst Math, H-1053 Budapest, Hungary
基金
匈牙利科学研究基金会;
关键词
Scenario analysis; Worst case; Risk measures; Multiple priors; Model risk; Relative entropy;
D O I
10.1016/j.jbankfin.2012.04.013
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Stress tests with handpicked scenarios might misrepresent risks either because dangerous scenarios are not considered or because the scenarios considered are too implausible. To overcome these two pitfalls we propose a systematic search for the worst case within a relative entropy ball of sufficiently plausible scenarios. For this purpose we use mixed scenarios, which are risk factor distributions rather than realisations. A Maximum Loss theorem explicitly gives the worst case distribution. The method is illustrated in a number of example applications: linear and quadratic portfolios, stressed default probabilities, stressed correlations, macroeconomic stress tests. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:1552 / 1559
页数:8
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