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相关论文: On approximations of Value at Risk and Expected Sh…

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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

Skewness and kurtosis are fundamental statistical moments commonly used to quantify asymmetry and tail behavior in probability distributions. Despite their widespread application in statistical mechanics, condensed matter physics, and…

数学物理 · 物理学 2025-06-23 Carlo De Michele , Samuele De Bartolo

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

First and second kind modifications of usual confidence intervals for estimating the expectation and of usual local alternative parameter choices are introduced in a way such that the asymptotic behavior of the true non-covering…

统计理论 · 数学 2015-04-13 Wolf-Dieter Richter

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

We investigate the probability equivalent level of Value at Risk and $n^{\mathrm{th}}$-order Expected Shortfall (called PELVE_n), which can be considered as a variant of the notion of the probability equivalent level of Value at Risk and…

风险管理 · 定量金融 2023-11-21 Matyas Barczy , Fanni K. Nedényi , László Sütő

Expected Shortfall (ES) in several variants has been proposed as remedy for the defi-ciencies of Value-at-Risk (VaR) which in general is not a coherent risk measure. In fact, most definitions of ES lead to the same results when applied to…

统计力学 · 物理学 2008-12-10 Carlo Acerbi , Dirk Tasche

It is well known that Expected Shortfall (also called Average Value-at-Risk) is a convex risk measure, i. e. Expected Shortfall of a convex linear combination of arbitrary risk positions is not greater than a convex linear combination with…

风险管理 · 定量金融 2019-10-03 Mikhail Tselishchev

Expected Shortfall (ES), also known as superquantile or Conditional Value-at-Risk, has been recognized as an important measure in risk analysis and stochastic optimization, and is also finding applications beyond these areas. In finance, it…

统计方法学 · 统计学 2022-12-13 Xuming He , Kean Ming Tan , Wen-Xin Zhou

In risk management, often the probability must be estimated that a random vector falls into an extreme failure set. In the framework of bivariate extreme value theory, we construct an estimator for such failure probabilities and analyze its…

统计方法学 · 统计学 2015-06-04 Holger Drees , Laurens de Haan

Cr\'epey, Frikha, and Louzi (2025) introduced a nested stochastic approximation algorithm and its multilevel acceleration to compute the value-at-risk and expected shortfall of a random financial loss. We hereby establish central limit…

风险管理 · 定量金融 2026-04-14 Stéphane Crépey , Noufel Frikha , Azar Louzi , Gilles Pagès

Realized moments of higher order computed from intraday returns are introduced in recent years. The literature indicates that realized skewness is an important factor in explaining future asset returns. However, the literature mainly…

应用统计 · 统计学 2016-04-28 Keren Shen , Jianfeng Yao , Wai Keung Li

We study the properties of Expected Shortfall from the point of view of financial risk management. This measure --- which emerges as a natural remedy in some cases where Value at Risk (VaR) is not able to distinguish portfolios which bear…

统计力学 · 物理学 2008-12-02 Carlo Acerbi , Claudio Nordio , Carlo Sirtori

This paper compares the accuracy of tail risk forecasts with a focus on including realized skewness and kurtosis in "additive" and "multiplicative" models. Utilizing a panel of 960 US stocks, we conduct diagnostic tests, employ scoring…

计量经济学 · 经济学 2024-09-23 Giampiero Gallo , Ostap Okhrin , Giuseppe Storti

This paper provides an insight to the time-varying dynamics of the shape of the distribution of financial return series by proposing an exponential weighted moving average model that jointly estimates volatility, skewness and kurtosis over…

风险管理 · 定量金融 2012-06-08 A. Gabrielsen , P. Zagaglia , A. Kirchner , Z. Liu

We address the problem of estimating the expected shortfall risk of a financial loss using a finite number of i.i.d. data. It is well known that the classical plug-in estimator suffers from poor statistical performance when faced with…

风险管理 · 定量金融 2026-02-13 Daniel Bartl , Stephan Eckstein

Expectile bears some interesting properties in comparison to the industry wide expected shortfall in terms of assessment of tail risk. We study the relationship between expectile and expected shortfall using duality results and the link to…

风险管理 · 定量金融 2020-06-04 Samuel Drapeau , Mekonnen Tadese

We suggest approximating the distribution of the sum of independent and identically distributed random variables with a Pareto-like tail by combining extreme value approximations for the largest summands with a normal approximation for the…

概率论 · 数学 2018-02-05 Ulrich K. Mueller

Motivated by the need for parametric families of rich and yet tractable distributions in financial mathematics, both in pricing and risk management settings, but also considering wider statistical applications, we investigate a novel…

统计金融 · 定量金融 2009-01-06 William T. Shaw , Ian R. C. Buckley

We fit the exponent of the Pareto distribution, that is equivalent or can approximate the continuous power law distribution given a cutoff point, using linear regression (LR). We use LR on the logged variables of the empirical tail (one…

应用统计 · 统计学 2023-12-21 Samuel Forbes
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