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The use of expectiles in risk management has recently gathered remarkable momentum due to their excellent axiomatic and probabilistic properties. In particular, the class of elicitable law-invariant coherent risk measures only consists of…

统计理论 · 数学 2023-03-21 Abdelaati Daouia , Simone A. Padoan , Gilles Stupfler

The expectile can be considered as a generalization of quantile. While expected shortfall is a quantile based risk measure, we study its counterpart -- the expectile based expected shortfall -- where expectile takes the place of quantile.…

风险管理 · 定量金融 2019-11-11 Samuel Drapeau , Mekonnen Tadese

To provide a comprehensive summary of the tail distribution, the expected shortfall is defined as the average over the tail above (or below) a certain quantile of the distribution. The expected shortfall regression captures the…

统计方法学 · 统计学 2026-02-24 Yuanzhi Li , Shushu Zhang , Xuming He

We introduce a new actuarial tail-shape index, the $\theta$-index, based on a probability equal level relationship between Value at Risk and Expected Shortfall. The index is defined at each tail probability level as the parameter value for…

风险管理 · 定量金融 2026-01-29 Georgios I. Papayiannis , Georgios Psarrakos

We introduce and study the main properties of a class of convex risk measures that refine Expected Shortfall by simultaneously controlling the expected losses associated with different portions of the tail distribution. The corresponding…

风险管理 · 定量金融 2021-08-19 Matteo Burzoni , Cosimo Munari , Ruodu Wang

Expected shortfall is defined as the average over the tail below (or above) a certain quantile of a probability distribution. Expected shortfall regression provides powerful tools for learning the relationship between a response variable…

统计方法学 · 统计学 2025-01-03 Shushu Zhang , Xuming He , Kean Ming Tan , Wen-Xin Zhou

Our primary aim is to find an estimate of the expected shortfall in various situations: (1) Nonparametric situation, when the probability distribution of the incurred loss is unknown, only satisfying some general conditions. Then, following…

统计方法学 · 统计学 2022-12-26 Jana Jurečková , Jan Kalina , Jan Večeř

Expectile, as the minimizer of an asymmetric quadratic loss function, is a coherent risk measure and is helpful to use more information about the distribution of the considered risk. In this paper, we propose a new risk measure by replacing…

统计方法学 · 统计学 2023-10-31 Qian Xiong , Zuoxiang Peng

Expectiles define the only law-invariant, coherent and elicitable risk measure apart from the expectation. The popularity of expectile-based risk measures is steadily growing and their properties have been studied for independent data, but…

统计方法学 · 统计学 2021-10-13 Anthony C. Davison , Simone A. Padoan , Gilles Stupfler

We study the asymptotic behavior of the marginal expected shortfall when the two random variables are asymptotic independent but positive associated, which is modeled by the so-called tail dependent coefficient. We construct an estimator of…

统计理论 · 数学 2017-09-14 Juan-Juan Cai , Eni Musta

We derive the joint asymptotic distribution of empirical quantiles and expected shortfalls under general conditions on the distribution of the underlying observations. In particular, we do not assume that the distribution function is…

统计理论 · 数学 2016-11-28 Tobias Zwingmann , Hajo Holzmann

For a linear combination of random variables, fix some confidence level and consider the quantile of the combination at this level. We are interested in the partial derivatives of the quantile with respect to the weights of the random…

概率论 · 数学 2008-12-10 Dirk Tasche

For measuring tail risk with scarce extreme events, extreme value analysis is often invoked as the statistical tool to extrapolate to the tail of a distribution. The presence of large datasets benefits tail risk analysis by providing more…

统计方法学 · 统计学 2023-12-18 Liujun Chen , Deyuan Li , Chen Zhou

The notion of expectiles, originally introduced in the context of testing for homoscedasticity and conditional symmetry of the error distribution in linear regression, induces a law-invariant, coherent and elicitable risk measure that has…

统计方法学 · 统计学 2020-07-20 Simone A. Padoan , Gilles Stupfler

We discuss in detail the asymptotic distribution of sample expectiles. First, we show uniform consistency under the assumption of a finite mean. In case of a finite second moment, we show that for expectiles other then the mean, only the…

统计方法学 · 统计学 2016-07-14 Hajo Holzmann , Bernhard Klar

Tail risk measures are fully determined by the distribution of the underlying loss beyond its quantile at a certain level, with Value-at-Risk, Expected Shortfall and Range Value-at-Risk being prime examples. They are induced by law-based…

统计金融 · 定量金融 2025-11-07 Tobias Fissler , Fangda Liu , Ruodu Wang , Linxiao Wei

Financial institutions have to allocate so-called "economic capital" in order to guarantee solvency to their clients and counter parties. Mathematically speaking, any methodology of allocating capital is a "risk measure", i.e. a function…

凝聚态物理 · 物理学 2011-08-09 Dirk Tasche

Risk measures like Marginal Expected Shortfall and Marginal Mean Excess quantify conditional risk and in particular, aid in the understanding of systemic risk. In many such scenarios, models exhibiting heavy tails in the margins and…

概率论 · 数学 2018-02-07 Bikramjit Das , Vicky Fasen-Hartmann

Expected Shortfall (ES) is a coherent measure of tail risk that captures the average loss beyond a quantile threshold. Despite the growing literature on ES regression conditional on covariates, no existing work considers ES modeling in…

统计方法学 · 统计学 2026-04-15 Yujie Hou , Xinbing Kong , Yalin Wang , Bin Wu

We discuss the coherence properties of Expected Shortfall (ES) as a financial risk measure. This statistic arises in a natural way from the estimation of the "average of the 100p % worst losses" in a sample of returns to a portfolio. Here p…

统计力学 · 物理学 2013-12-31 Carlo Acerbi , Dirk Tasche
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