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Consider a stationary renewal point process on the real line and divide each of the segments it defines in a proportion given by \iid realisations of a fixed distribution $G$ supported by [0,1]. We ask ourselves for which interpoint…

概率论 · 数学 2014-08-12 Anton Muratov , Sergei Zuyev

By developing data augmentation methods unique to the negative binomial (NB) distribution, we unite seemingly disjoint count and mixture models under the NB process framework. We develop fundamental properties of the models and derive…

机器学习 · 统计学 2013-02-18 Mingyuan Zhou , Lawrence Carin

Gibbs random fields corresponding to systems of real-valued spins (e.g. systems of interacting anharmonic oscillators) indexed by the vertices of unbounded degree graphs with a certain summability property are constructed. It is proven that…

概率论 · 数学 2009-04-22 Yuri Kondratiev , Yuri Kozitsky , Tanja Pasurek

We consider random graphs with uniformly bounded edges on a Poisson point process conditioned to contain the origin. In particular we focus on the random connection model, the Boolean model and Miller-Abrahams random resistor network with…

概率论 · 数学 2018-10-10 Alessandra Faggionato , Hlafo Alfie Mimun

It is shown that the universal critical properties of two recently introduced coupled directed percolation processes can be described by a single rapidity reversal invariant stochastic reaction-diffusion model. It is demonstrated that all…

统计力学 · 物理学 2007-05-23 H. K. Janssen

We prove that the probability the cluster of the origin in a subcritical Poisson random connection model (RCM) has size at least $n$ decays exponentially as $n$ increases, under minimal assumptions. We extend a recent method of Vanneuville…

概率论 · 数学 2025-09-03 Frankie Higgs

A generic uniformly distributed random sequence on the unit interval has Poissonian pair correlations. At the same time, there are only very few explicitly known examples of sequences with this property. Moreover, many types of…

数论 · 数学 2023-05-03 Christian Weiß

We propose a coupled rejection-sampling method for sampling from couplings of arbitrary distributions. The method relies on accepting or rejecting coupled samples coming from dominating marginals. Contrary to existing acceptance-rejection…

统计方法学 · 统计学 2022-03-11 Adrien Corenflos , Simo Särkkä

We develop a new Gibbs sampler for a linear mixed model with a Dirichlet process random effect term, which is easily extended to a generalized linear mixed model with a probit link function. Our Gibbs sampler exploits the properties of the…

统计理论 · 数学 2010-02-26 Minjung Kyung , Jeff Gill , George Casella

We establish sufficient conditions for exponential convergence to a unique quasi-stationary distribution in the total variation norm. These conditions also ensure the existence and exponential ergodicity of the Q-process, the process…

概率论 · 数学 2023-08-01 Aurélien Velleret

Falsification is the basis for testing existing hypotheses, and a great danger is posed when results incorrectly reject our prior notions (false positives). Though nonparametric and nonlinear exploratory methods of uncovering coupling…

统计方法学 · 统计学 2022-06-08 Ameer Ghouse , Gaetano Valenza

We construct Gibbs perturbations of the Gamma process on $\mathbbm{R}^d$, which may be used in applications to model systems of densely distributed particles. First we propose a definition of Gibbs measures over the cone of discrete Radon…

数学物理 · 物理学 2012-07-13 Dennis Hagedorn , Yuri Kondratiev , Tanja Pasurek , Michael Röckner

Gibbs sampling repeatedly samples from the conditional distribution of one variable, x_i, given other variables, either choosing i randomly, or updating sequentially using some systematic or random order. When x_i is discrete, a Gibbs…

统计计算 · 统计学 2024-03-28 Radford M. Neal

The particle Gibbs sampler is a Markov chain Monte Carlo (MCMC) algorithm to sample from the full posterior distribution of a state-space model. It does so by executing Gibbs sampling steps on an extended target distribution defined on the…

统计计算 · 统计学 2015-07-29 Nicolas Chopin , Sumeetpal S. Singh

We investigate continuum percolation for Cox point processes, that is, Poisson point processes driven by random intensity measures. First, we derive sufficient conditions for the existence of non-trivial sub- and super-critical percolation…

概率论 · 数学 2017-11-01 Christian Hirsch , Benedikt Jahnel , Elie Cali

This paper is concerned with statistical inference for infinite range interaction Gibbs point processes and in particular for the large class of Ruelle superstable and lower regular pairwise interaction models. We extend classical…

统计理论 · 数学 2015-10-05 Jean-François Coeurjolly , Frédéric Lavancier

This work improves the existing central limit theorems (CLTs) for geometric functionals of Gibbs processes in three aspects. First, we derive a CLT for weakly stabilizing functionals, thereby improving on the previously used assumption of…

概率论 · 数学 2024-06-12 Christian Hirsch , Moritz Otto , Anne Marie Svane

In this paper we study the quenched distributions of hitting times for a class of random dynamical systems. We prove that hitting times to dynamically defined cylinders converge to a Poisson point process under the law of random equivariant…

动力系统 · 数学 2020-11-30 Harry Crimmins , Benoît Saussol

We define a potential-weighted connective constant that measures the effective strength of a repulsive pair potential of a Gibbs point process modulated by the geometry of the underlying space. We then show that this definition leads to…

概率论 · 数学 2021-09-03 Marcus Michelen , Will Perkins

In this paper we present a conditional principle of Gibbs type for independent nonidentically distributed random vectors. We obtain this result by performing Edgeworth expansions for densities of sums of independent random vectors.

概率论 · 数学 2022-01-19 Dimbihery Rabenoro