回溯测试预期短缺:一个简单的方法?

IF 0.3 4区 经济学 Q4 BUSINESS, FINANCE Journal of Risk Pub Date : 2019-01-01 DOI:10.21314/jor.2019.418
Felix Moldenhauer, Marcin Pitera
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引用次数: 0

摘要

我们提出了一个新的预期不足(ES)回测框架,可供监管机构使用。人们可以将估计的资本准备金和已实现的现金流分别考虑,而不是将它们绑定到一个有担保的头寸中,这样风险测量就容易得多。利用这个简单的概念,结合ES相对于目标置信水平的单调性,我们引入了一个自然有效的回测框架。我们的测试统计数据是由安全位置的最坏实现数量加起来为负的总数给出的。令人惊讶的是,这个简单的数量可以用来构建一个有效的回测框架,用于在风险价值的监管红绿灯方法的自然延伸中无条件覆盖ES。虽然易于计算,但测试统计量是基于一致性风险度量和尺度不变性能度量之间的潜在对偶性。
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Backtesting expected shortfall: a simple recipe?
We propose a new backtesting framework for expected shortfall (ES) that can be used by regulators. Instead of looking at estimated capital reserve and realized cashflow separately, one can bind them into a secured position, for which risk measurement is much easier. Using this simple concept combined with monotonicity of ES with respect to its target confidence level, we introduce a natural and efficient backtesting framework. Our test statistics is given by the biggest number of worst realizations for the secured position that adds up to a negative total. Surprisingly, this simple quantity can be used to construct an efficient backtesting framework for unconditional coverage of ES in a natural extension of the regulatory traffic-light approach for value-at-risk. While being easy to calculate, the test statistic is based on the underlying duality between coherent risk measures and scale-invariant performance measures.
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来源期刊
Journal of Risk
Journal of Risk BUSINESS, FINANCE-
CiteScore
1.00
自引率
14.30%
发文量
10
期刊介绍: This international peer-reviewed journal publishes a broad range of original research papers which aim to further develop understanding of financial risk management. As the only publication devoted exclusively to theoretical and empirical studies in financial risk management, The Journal of Risk promotes far-reaching research on the latest innovations in this field, with particular focus on the measurement, management and analysis of financial risk. The Journal of Risk is particularly interested in papers on the following topics: Risk management regulations and their implications, Risk capital allocation and risk budgeting, Efficient evaluation of risk measures under increasingly complex and realistic model assumptions, Impact of risk measurement on portfolio allocation, Theoretical development of alternative risk measures, Hedging (linear and non-linear) under alternative risk measures, Financial market model risk, Estimation of volatility and unanticipated jumps, Capital allocation.
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