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We derive an asymptotic expansion for the distribution of a compound sum of independent random variables, all having the same light-tailed subexponential distribution. The examples of a Poisson and geometric number of summands serve as an…

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

On the basis of Nelson-Aalen nonparametric estimator of the cumulative distribution function, we provide a weak approximation to tail product-limit process for randomly right-censored heavy-tailed data. In this context, a new consistent…

统计理论 · 数学 2016-07-25 Brahim Brahimi , Djamel Meraghni , Abdelhakim Necir

This article is devoted to the study of tail index estimation based on i.i.d. multivariate observations, drawn from a standard heavy-tailed distribution, i.e. of which 1-d Pareto-like marginals share the same tail index. A multivariate…

统计理论 · 数学 2014-04-10 Stéphan Clémençon , Antoine Dematteo

Extreme events and the heavy tail distributions driven by them are ubiquitous in various scientific, engineering and financial research. They are typically associated with stochastic instability caused by hidden unresolved processes.…

概率论 · 数学 2019-05-22 Andrew J. Majda , Xin T. Tong

We present an algorithm for distributed estimation of an unknown vector parameter $\boldsymbol{\theta}^\ast \in {\mathbb R}^M$ in the presence of heavy-tailed observation and communication noises. Heavy-tailed noises frequently appear,…

信息论 · 计算机科学 2026-03-24 Dragana Bajovic , Dusan Jakovetic , Soummya Kar , Manojlo Vukovic

Let $N > 1$ be a fixed integer and $(C_1,..., C_N,Q)$ a random element of $GL(d, \R)^N x \R^d$. We consider solutions of multivariate smoothing transforms, i.e. random variables $R$ satisfying $$R \eqdist \sum_{i=1}^N C_i R_i +Q $$ where…

概率论 · 数学 2013-04-04 Dariusz Buraczewski , Ewa Damek , Sebastian Mentemeier , Mariusz Mirek

We take an $L_1$-dense class of functions $\Cal F$ on a measurable space $(X,\Cal X)$ together with a sequence of independent, identically distributed $X$-space valued random variables $\xi_1,\dots,\xi_n$ and give a good estimate on the…

概率论 · 数学 2014-07-07 Peter Major

In this article, we consider limit theorems for some weighted type random sums (or discrete rough integrals). We introduce a general transfer principle from limit theorems for unweighted sums to limit theorems for weighted sums via rough…

概率论 · 数学 2017-07-07 Yanghui Liu , Samy Tindel

We revisit the problem of condensation for independent, identically distributed random variables with a power-law tail, conditioned by the value of their sum. For large values of the sum, and for a large number of summands, a condensation…

统计力学 · 物理学 2022-03-03 Claude Godrèche

Estimation of the extreme value index under right censoring is a fundamental problem in extreme value theory, with important applications in finance, insurance, and reliability. Classical integral estimators for Pareto-type tails typically…

统计理论 · 数学 2026-05-14 Abdelhakim Necir , Nour Elhouda Guesmia , Djamel Meraghni

In this paper we discuss the problem of the estimation of extreme event occurrence probability for data drawn from some multifractal process. We also study the heavy (power-law) tail behavior of probability density function associated with…

统计力学 · 物理学 2009-11-11 Jean-Francois Muzy , Emmanuel Bacry , Alexey Kozhemyak

In extreme value inference it is a fundamental problem how the target value is required to be extreme by the extreme value theory. In iid settings this study both theoretically and numerically compares tail estimators, which are based on…

统计理论 · 数学 2024-09-04 Taku Moriyama

We propose a mean functional which exists for any probability distributions, and which characterizes the Pareto distribution within the set of distributions with finite left endpoint. This is in sharp contrast to the mean excess plot which…

统计方法学 · 统计学 2024-04-05 Bernhard Klar

Based on suitable left-truncated or censored data, two flexible classes of $M$-estimations of Weibull tail coefficient are proposed with two additional parameters bounding the impact of extreme contamination. Asymptotic normality with…

统计理论 · 数学 2018-10-18 Chengping Gong , Chengxiu Ling

The tail of the distribution of a sum of a random number of independent and identically distributed nonnegative random variables depends on the tails of the number of terms and of the terms themselves. This situation is of interest in the…

概率论 · 数学 2008-12-10 Christian Y. Robert , Johan Segers

An infinite convergent sum of independent and identically distributed random variables discounted by a multiplicative random walk is called perpetuity, because of a possible actuarial application. We give three disjoint groups of sufficient…

Let $\{X_i\}_{i\geq1}$ be an i.i.d. sequence of random variables and define, for $n\geq2$, \[T_n=\cases{n^{-1/2}\hat{\sigma}_n^{-1}S_n,\quad \hat{\sigma}_n>0,\cr 0,\quad \hat{\sigma}_n=0,}with S_n=\sum_{i=1}^nX_i,…

统计理论 · 数学 2011-02-11 Fredrik Jonsson

We make use of the empirical process theory to approximate the adapted Hill estimator, for censored data, in terms of Gaussian processes. Then, we derive its asymptotic normality, only under the usual second-order condition of regular…

统计理论 · 数学 2015-07-07 Brahim Brahimi , Djamel Meraghni , Abdelhakim Necir

Heavy tailed phenomena are naturally analyzed by extreme value statistics. A crucial step in such an analysis is the estimation of the extreme value index, which describes the tail heaviness of the underlying probability distribution. We…

统计理论 · 数学 2018-07-18 Hanan Ahmed , John H. J. Einmahl

In this paper, we propose an estimator of the second-order parameter of randomly right-truncated Pareto-type distributions data and establish its consistency and asymptotic normality. Moreover, we derive an asymptotically unbiased estimator…

统计理论 · 数学 2016-10-21 Nawel Haouas , Abdelhakim Necir , Brahim Brahimi