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The upper tail of a claim size distribution of a property line of business is frequently modelled by Pareto distribution. However, the upper tail does not need to be Pareto distributed, extraordinary shapes are possible. Here, the…

统计方法学 · 统计学 2020-02-19 Mathias Raschke

Let F be a distribution function with negative mean and regularly varying right tail. Under a mild smoothness condition we derive higher order asymptotic expansions for the tail distribution of the maxima of the random walk generated by F.…

概率论 · 数学 2007-05-23 Ph . Barbe , W. P. McCormick , C. Zhang

As part of a project to develop more accurate estimates of the risks due to tropical cyclones, we describe a non-parametric method for the statistical simulation of the location of tropical cyclone genesis. The method avoids the use of…

大气与海洋物理 · 物理学 2007-05-23 Tim Hall , Stephen Jewson

We introduce a statistical model for operational losses based on heavy-tailed distributions and bipartite graphs, which captures the event type and business line structure of operational risk data. The model explicitly takes into account…

风险管理 · 定量金融 2019-02-11 Oliver Kley , Claudia Klüppelberg , Sandra Paterlini

This paper introduces a novel measure to quantify the directional dependence of extreme events between two variables. The proposed approach is designed to capture asymmetric tail dependence by studying conditional tail expectations of…

统计方法学 · 统计学 2026-04-06 Matthieu Garcin , Maxime L. D. Nicolas

We propose a random walk model of asset returns where the parameters depend on market stress. Stress is measured by, e.g., the value of an implied volatility index. We show that model parameters including standard deviations and…

综合金融 · 定量金融 2016-05-11 Martin Gremm

We propose a simple way of testing whether a given set of observations can come from a given theoretical cumulative distribution. In the test more weight is attached to the tails of the distribution than in the usual Kolmogorov or Smirnov…

统计理论 · 数学 2013-04-09 Krzysztof A. Meissner

It was observed that the number of cases and deaths for infectious diseases were associated with heavy-tailed power law distributions such as the Pareto distribution. While Pareto distribution was widely used to model the cases and deaths…

统计方法学 · 统计学 2023-09-29 Bowen Liu , Malwane M. A. Ananda

This paper introduces a new classification scheme - head/tail breaks - in order to find groupings or hierarchy for data with a heavy-tailed distribution. The heavy-tailed distributions are heavily right skewed, with a minority of large…

数据分析、统计与概率 · 物理学 2013-10-22 Bin Jiang

The purpose of this paper is to show that the use of heavy-tailed distributions in Financial problems is theoretically baseless and can lead to significant misunderstandings. The reason for this the authors see in an incorrect…

概率论 · 数学 2015-07-29 Lev B Klebanov , Irina V Volchenkova

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

From biotechnology to cyber-risks, most extreme technological risks cannot be reliably estimated from historical statistics. Therefore, engineers resort to predictive methods, such as fault/event trees in the framework of probabilistic…

物理与社会 · 物理学 2014-08-26 D. Sornette , T. Maillart , W. Kroeger

Language models are increasingly capable and are being rapidly deployed on a population-level scale. As a result, the safety of these models is increasingly high-stakes. Fortunately, advances in alignment have significantly reduced the…

机器学习 · 计算机科学 2026-04-27 Rico Angell , Raghav Singhal , Zachary Horvitz , Zhou Yu , Rajesh Ranganath , Kathleen McKeown , He He

The paper presents an efficient method for simulating the tails of a target variable Z=h(X) which depends on a set of basic variables X=(X_1, ..., X_n). To this aim, variables X_i, i=1, ..., n are sequentially simulated in such a manner…

人工智能 · 计算机科学 2013-02-18 Enrique F. Castillo , Cristina Solares , Patricia Gomez

In this paper, we present several heavy-tailed distributions belonging to the new class J of distributions obeying the principle of a single big jump introduced by Beck et al. [1]. We describe the structure of this class from different…

概率论 · 数学 2015-05-19 Hui Xu , Michael Scheutzow , Yuebao Wang , Zhaolei Cui

We consider a family of multivariate distributions with heavy-tailed margins and the type I elliptical dependence structure. This class of risks is common in finance, insurance, environmental and biostatistic applications. We obtain the…

统计理论 · 数学 2024-05-01 Kai Wang , Chengxiu Ling

In this paper we introduce a new parametric distribution, the Mixed Tempered Stable. It has the same structure of the Normal Variance Mean Mixtures but the normality assumption leaves place to a semi-heavy tailed distribution. We show that,…

统计金融 · 定量金融 2014-05-30 Edit Rroji , Lorenzo Mercuri

We introduce $\zeta$- and $s$-values as quantile-based standardizations that are particularly suited for hypothesis testing. Unlike p-values, which express tail probabilities, $s$-values measure the number of semi-tail units into a…

统计方法学 · 统计学 2025-07-01 Paul W. Vos

A new estimator is proposed for estimating the tail exponent of a heavy-tailed distribution. This estimator, referred to as the layered Hill estimator, is a generalization of the traditional Hill estimator, building upon a layered structure…

统计理论 · 数学 2026-04-20 Taegyu Kang , Takashi Owada

Understanding variable dependence, particularly eliciting their statistical properties given a set of covariates, provides the mathematical foundation in practical operations management such as risk analysis and decision-making given…

统计方法学 · 统计学 2023-09-06 Yunyun Wang , Tatsushi Oka , Dan Zhu