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In many areas of interest, modern risk assessment requires estimation of the extremal behaviour of sums of random variables. We derive the first order upper-tail behaviour of the weighted sum of bivariate random variables under weak…

统计理论 · 数学 2022-08-17 Jordan Richards , Jonathan A. Tawn

We propose a novel probabilistic model to facilitate the learning of multivariate tail dependence of multiple financial assets. Our method allows one to construct from known random vectors, e.g., standard normal, sophisticated joint…

风险管理 · 定量金融 2020-01-14 Xing Yan , Qi Wu , Wen Zhang

We study stochastic dominance between portfolios of independent and identically distributed (iid) extremely heavy-tailed (i.e., infinite-mean) Pareto random variables. With the notion of majorization order, we show that a more diversified…

投资组合管理 · 定量金融 2025-02-11 Yuyu Chen , Taizhong Hu , Ruodu Wang , Zhenfeng Zou

Motivated by the prominence of Conditional Value-at-Risk (CVaR) as a measure for tail risk in settings affected by uncertainty, we develop a new formula for approximating CVaR based optimization objectives and their gradients from limited…

统计方法学 · 统计学 2020-08-25 Anand Deo , Karthyek Murthy

The task for a general and useful classification of the tail behaviors of probability distributions still has no satisfactory solution. Due to lack of information outside the range of the data the tails of the distribution should be…

概率论 · 数学 2019-07-23 Pavlina Jordanova

Assessing dependence within co-movements of financial instruments has been of much interest in risk management. Typically, indices of tail dependence are used to quantify the strength of such dependence, although many of the indices…

统计方法学 · 统计学 2022-09-21 Ning Sun , Chen Yang , Ričardas Zitikis

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

We look at optimal liability-driven portfolios in a family of fat-tailed and extremal risk measures, especially in the context of pension fund and insurance fixed cashflow liability profiles, but also those arising in derivatives books such…

投资组合管理 · 定量金融 2023-05-16 Jan Rosenzweig

Conditional value-at-risk (CVaR) and value-at-risk (VaR) are popular tail-risk measures in finance and insurance industries as well as in highly reliable, safety-critical uncertain environments where often the underlying probability…

机器学习 · 计算机科学 2021-06-23 Shubhada Agrawal , Wouter M. Koolen , Sandeep Juneja

Risk measures such as Conditional Value-at-Risk (CVaR) focus on extreme losses, where scarce tail data makes model error unavoidable. To hedge misspecification, one evaluates worst-case tail risk over an ambiguity set. Using Extreme Value…

风险管理 · 定量金融 2026-01-22 Anand Deo

We study the aggregation of two risks when the marginal distributions are known and the dependence structure is unknown, under the additional constraint that one risk is smaller than or equal to the other. Risk aggregation problems with the…

风险管理 · 定量金融 2021-10-22 Yuyu Chen , Liyuan Lin , Ruodu Wang

Using a family of modified Weibull distributions, encompassing both sub-exponentials and super-exponentials, to parameterize the marginal distributions of asset returns and their multivariate generalizations with Gaussian copulas, we offer…

物理与社会 · 物理学 2009-11-10 Y. Malevergne , D. Sornette

Recent financial disasters emphasised the need to investigate the consequence associated with the tail co-movements among institutions; episodes of contagion are frequently observed and increase the probability of large losses affecting…

统计方法学 · 统计学 2013-11-05 Mauro Bernardi , Ghislaine Gayraud , Lea Petrella

Extreme values and the tail behavior of probability distributions are essential for quantifying and mitigating risk in complex systems of all kinds. In multivariate settings, accounting for correlations is crucial. Although extreme value…

统计金融 · 定量金融 2026-03-06 Benjamin Köhler , Anton J. Heckens , Thomas Guhr

We consider an investor, whose portfolio consists of a single risky asset and a risk free asset, who wants to maximize his expected utility of the portfolio subject to managing the Value at Risk (VaR) assuming a heavy tailed distribution of…

投资组合管理 · 定量金融 2020-12-02 Subhojit Biswas , Mrinal K. Ghosh , Diganta Mukherjee

We develop an extreme value framework for CoVaR centered on $v(q \mid p ; C)$, the copula-adjusted probability level, or equivalently, the CoVaR on the uniform (0,1) scale. We characterize the possible tail regimes of $v(q \mid p ; C)$…

统计方法学 · 统计学 2026-03-31 Xiaoting Li , Harry Joe

We introduce a method to estimate simultaneously the tail and the threshold parameters of an extreme value regression model. This standard model finds its use in finance to assess the effect of market variables on extreme loss distributions…

统计方法学 · 统计学 2023-04-17 Julien Hambuckers , Marie Kratz , Antoine Usseglio-Carleve

We propose a Gaussian-copula-based framework that learns deal-level dependence directly from observed joint success frequencies across founder, geography, and market attributes. Holding marginal deal success probabilities fixed, deal-level…

投资组合管理 · 定量金融 2026-04-28 Yunqi Liang , Hasan Ugur Koyluoglu , Fuat Alican , Yigit Ihlamur

We consider two different portfolios of proportional reinsurance of the same pool of risks. This contribution is concerned with Gaussian-like risks, which means that for large values the survival function of such risks is, up to a…

概率论 · 数学 2014-05-06 Julia Farkas , Enkelejd Hashorva

Due to globalization and relaxed market regulation, we have assisted to an increasing of extremal dependence in international markets. As a consequence, several measures of tail dependence have been stated in literature in recent years,…

统计理论 · 数学 2011-08-10 Helena Ferreira , Marta Ferreira