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In this article we show the relationship between the Pareto distribution and the gamma distribution. This shows that the second one, appropriately extended, explains some anomalies that arise in the practical use of extreme value theory.…

统计理论 · 数学 2012-11-02 Joan del castillo , Jalila Daoudi , Isabel Serra

Two dynamical indicators, the local dimension and the extremal index, used to quantify persistence in phase space have been developed and applied to different data across various disciplines. These are computed using the asymptotic limit of…

动力系统 · 数学 2024-11-26 Ignacio del Amo , George Datseris , Mark Holland

Heavy-tailed random samples, as well as their sum or average, are encountered in a number of signal processing applications in radar, communications, finance, and natural sciences. Modeling such data through the Pareto distribution is…

信号处理 · 电气工程与系统科学 2021-05-04 Francesco Grassi , Angelo Coluccia

Machine learning theory has mostly focused on generalization to samples from the same distribution as the training data. Whereas a better understanding of generalization beyond the training distribution where the observed distribution…

机器学习 · 统计学 2019-05-29 Matias Vera , Pablo Piantanida , Leonardo Rey Vega

We advocate for a practical Maximum Likelihood Estimation (MLE) approach towards designing loss functions for regression and forecasting, as an alternative to the typical approach of direct empirical risk minimization on a specific target…

机器学习 · 统计学 2021-10-12 Pranjal Awasthi , Abhimanyu Das , Rajat Sen , Ananda Theertha Suresh

We propose a new class of semiparametric exponential family graphical models for the analysis of high dimensional mixed data. Different from the existing mixed graphical models, we allow the nodewise conditional distributions to be…

机器学习 · 统计学 2015-10-16 Zhuoran Yang , Yang Ning , Han Liu

Impact assessment of natural hazards requires the consideration of both extreme and non-extreme events. Extensive research has been conducted on the joint modeling of bulk and tail in univariate settings; however, the corresponding body of…

统计方法学 · 统计学 2026-03-31 Chenglei Hu , Ben Swallow , Daniela Castro-Camilo

The Lasso is a method for high-dimensional regression, which is now commonly used when the number of covariates $p$ is of the same order or larger than the number of observations $n$. Classical asymptotic normality theory does not apply to…

统计理论 · 数学 2023-09-20 Michael Celentano , Andrea Montanari , Yuting Wei

The statistical state for the empirical Pareto's 80/20 rule has been found to correspond to a normal or Gaussian distribution with a standard deviation that is twice the mean. This finding represents large characteristic variations in our…

综合金融 · 定量金融 2020-10-01 Katsuaki Tanabe

For a risk vector $V$, whose components are shared among agents by some random mechanism, we obtain asymptotic lower and upper bounds for the individual agents' exposure risk and the aggregated risk in the market. Risk is measured by…

风险管理 · 定量金融 2016-04-12 Oliver Kley , Claudia Kluppelberg

The aim of this paper, is to define a bivariate exponentiated generalized linear exponential distribution based on Marshall-Olkin shock model. Statistical and reliability properties of this distribution are discussed. This includes…

统计理论 · 数学 2017-10-03 Mohamed Ibrahim , M. S. Eliwa , M. El- Morshedy

We revisit multivariate extreme value theory modeling by emphasizing multivariate regular variations and the multivariate Breiman Lemma. This allows us to recover in a simple framework the most popular multivariate extreme value…

统计方法学 · 统计学 2017-12-27 Zhen Wai Olivier Ho , Clement Dombry

We present a method for drawing isolines indicating regions of equal joint exceedance probability for bivariate data. The method relies on bivariate regular variation, a dependence framework widely used for extremes. This framework enables…

统计方法学 · 统计学 2017-10-17 Daniel Cooley , Emeric Thibaud , Federico Castillo , Michael F. Wehner

The power law is useful in describing count phenomena such as network degrees and word frequencies. With a single parameter, it captures the main feature that the frequencies are linear on the log-log scale. Nevertheless, there have been…

应用统计 · 统计学 2024-07-24 Clement Lee , Emma Eastoe , Aiden Farrell

We use the fitted Pareto law to construct an accompanying approximation of the excess distribution function. A selection rule of the location of the excess distribution function is proposed based on a stagewise lack-of-fit testing…

统计理论 · 数学 2008-08-08 Ion Grama , Vladimir Spokoiny

We show that a wide variety of generalized increasing subsequence problems admit a one parameter family of extensions for which we can exactly compute the mean length of the longest increasing subsequence. By the nature of the extension,…

组合数学 · 数学 2007-05-23 Eric M. Rains

A model based on first-degree family relations network is used to describe the wealth distribution in societies. The network structure is not a-priori introduced in the model, it is generated in parallel with the wealth values through…

其他凝聚态物理 · 物理学 2009-11-10 R. Coelho , Z. Neda , J. J. Ramasco , M. A. Santos

Beyond planarity concepts (prominent examples include k-planarity or fan-planarity) apply certain restrictions on the allowed patterns of crossings in drawings. It is natural to ask, how much the number of crossings may increase over the…

计算几何 · 计算机科学 2024-09-05 Markus Chimani , Torben Donzelmann , Nick Kloster , Melissa Koch , Jan-Jakob Völlering , Mirko H. Wagner

Every observation may follow a distribution that is randomly selected in a class of distributions. It is called the distribution uncertainty. This is a fact acknowledged in some research fields such as financial risk measure. Thus, the…

统计方法学 · 统计学 2014-12-10 Lu Lin , Ping Dong , Yunquan Song , Lixing Zhu

The so-called Pareto-Levy or power-law distribution has been successfully used as a model to describe probabilities associated to extreme variations of worldwide stock markets indexes data and it has the form $Pr(X>x) ~ x**(-alpha) for…

其他凝聚态物理 · 物理学 2009-11-10 H. F. Coronel-Brizio , A. R. Hernandez-Montoya