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We consider Gibbs distributions, which are families of probability distributions over a discrete space $\Omega$ with probability mass function of the form $\mu^\Omega_\beta(\omega) \propto e^{\beta H(\omega)}$ for $\beta$ in an interval…

数据结构与算法 · 计算机科学 2025-04-04 David G. Harris , Vladimir Kolmogorov

We provide a general condition under which e-variables in the form of a simple-vs.-simple likelihood ratio exist when the null hypothesis is a composite, multivariate exponential family. Such `simple' e-variables are easy to compute and…

统计方法学 · 统计学 2025-04-02 Peter Grünwald , Tyron Lardy , Yunda Hao , Shaul K. Bar-Lev , Martijn de Jong

Exponential families comprise a broad class of statistical models and parametric families like normal distributions, binomial distributions, gamma distributions or exponential distributions. Thereby the formal representation of its…

统计理论 · 数学 2020-06-23 Patrick Michl

The study of sums of possibly associated Bernoulli random variables has been hampered by an asymmetry between positive correlation and negative correlation. The Conway-Maxwell Binomial (COMB) distribution and its multivariate extension, the…

统计方法学 · 统计学 2014-04-08 Joseph B. Kadane

A Bayesian approach to quantum process tomography has yet to be fully developed due to the lack of appropriate probability distributions on the space of quantum channels. Here, by associating the Choi matrix form of a completely positive,…

量子物理 · 物理学 2019-12-18 Kevin Schultz

In this paper we develop a very general class of bivariate discrete distributions. The basic idea is very simple. The marginals are obtained by taking the random geometric sum of a baseline distribution function. The proposed class of…

统计方法学 · 统计学 2018-05-22 Debasis Kundu

This paper introduces two families of probability distributions for Bayesian analysis of hypertoroidal data. The first family consists of symmetric distributions derived from the projection of multivariate normal distributions under…

统计方法学 · 统计学 2025-12-02 Shogo Kato , Gianluca Mastrantonio , Masayuki Ishikawa

In a recent article a generalization of the binomial distribution associated with a sequence of positive numbers was examined. The analysis of the nonnegativeness of the formal expressions was a key-point to allow to give them a statistical…

数学物理 · 物理学 2015-06-04 H. Bergeron , E. M. F. Curado , J. P. Gazeau , Ligia M. C. S. Rodrigues

For a family X of k-subsets of the set 1,...,n, let |X| be the cardinality of X and let Gamma(X,mu) be the expected maximum weight of a subset from X when the weights of 1,...,n are chosen independently at random from a symmetric…

组合数学 · 数学 2007-05-23 Alexander Barvinok , Alex Samorodnitsky

We prove that the classical normal distribution is infinitely divisible with respect to the free additive convolution. We study the Voiculescu transform first by giving a survey of its combinatorial implications and then analytically,…

算子代数 · 数学 2012-12-06 Serban T. Belinschi , Marek Bozejko , Franz Lehner , Roland Speicher

The aim of this paper is to study the mixture of the Riesz distribution on symmetric matrices with respect to the multivariate Poisson distribution. We show, in particular, that this distribution is related to the modified Bessel function…

概率论 · 数学 2009-01-13 Abdelhamid Hassairi , Mahdi Louati

Stacking probabilistic building blocks into deeper architectures typically breaks closed-form inference. We show that closed-form inference can be preserved. We identify five factor-graph primitives: a bilinear factor, an exponential link,…

机器学习 · 计算机科学 2026-05-29 Mykola Lukashchuk , Kyrylo Yemets , Wouter M. Kouw , Dmitry Bagaev , İsmail Şenöz , Jeff Beck , Bert de Vries

In this paper we propose a Farlie-Gumbel-Morgenstern (FGM) family of bivariate linear exponential distributions generated from given marginal's. Therefore, properties of FGM are analogous to properties of bivariate distributions. We study…

统计方法学 · 统计学 2015-01-23 M. A. El-Damcese , Dina. A. Ramadan

We give a necessary and sufficient condition for symmetric infinitely divisible distribution to have Gaussian component. The result can be applied to approximation the distribution of finite sums of random variables. Particularly, it shows…

概率论 · 数学 2015-08-25 Lev B. Klebanov , Irina V. Volchenkova , Ashot V. Kakosyan

Let $\{X_{\alpha}\}$ be a family of random variables following a certain type of distributions with finite expectation $\mathbf{E}[X_{\alpha}]$ and finite variance ${\rm Var}(X_{\alpha})$, where $\alpha$ is a parameter. Motivated by the…

概率论 · 数学 2024-04-04 Ze-Chun Hu , Renming Song , Yuan Tan

The Poisson distribution of order $k$ is a special case of a compound Poisson distribution. For $k=1$ it is the standard Poisson distribution. Although its probability mass function (pmf) is known, what is lacking is a $visual$…

概率论 · 数学 2023-09-26 S. R. Mane

This work presents a non-parametric estimator for the cumulative distribution function (CDF) of the job-size distribution for a queue with compound Poisson input. The workload process is observed according to an independent Poisson sampling…

统计理论 · 数学 2025-12-11 Liron Ravner

In this paper we characterize all the $r$-parameter families of count distributions (satisfying mild conditions) that are closed under addition and under binomial subsampling. Surprisingly, few families satisfy both properties and the…

统计理论 · 数学 2011-11-10 Pedro Puig , Jordi Valero

In their fundamental paper on cubic variance functions, Letac and Mora (The Annals of Statistics,1990) presented a systematic, rigorous and comprehensive study of natural exponential families on the real line, their characterization through…

统计理论 · 数学 2021-02-05 Shaul K. Bar-Lev , Ad Ridder

With any symmetric distribution $\mu$ on the real line we may associate a parametric family of noncentral distributions as the distributions of $(X+\delta)^2$, $\delta\not=0$, where $X$ is a random variable with distribution $\mu$. The…

概率论 · 数学 2022-06-22 Ludwig Baringhaus , Rudolf Grübel