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In this paper, we extend the notion of Cauchy-Schwarz divergence to point processes and establish that the Cauchy-Schwarz divergence between the probability densities of two Poisson point processes is half the squared…

信息论 · 计算机科学 2015-07-21 Hung Gia Hoang , Ba-Ngu Vo , Ba-Tuong Vo , Ronald Mahler

We study the asymptotic behavior of a size-marked point process of centers of large cells in a stationary and isotropic Poisson hyperplane mosaic in dimension $d \ge 2$. The sizes of the cells are measured by their inradius or their $k$th…

概率论 · 数学 2022-11-29 Moritz Otto

We construct a pair of related diffusions on a space of interval partitions of the unit interval $[0,1]$ that are stationary with the Poisson-Dirichlet laws with parameters (1/2,0) and (1/2,1/2) respectively. These are two particular cases…

概率论 · 数学 2017-03-23 Noah Forman , Soumik Pal , Douglas Rizzolo , Matthias Winkel

Stochastic computational models in the form of pure jump processes occur frequently in the description of chemical reactive processes, of ion channel dynamics, and of the spread of infections in populations. For spatially extended models,…

数值分析 · 数学 2018-02-23 Augustin Chevallier , Stefan Engblom

We generalise the construction of multivariate Hawkes processes to a possibly infinite network of counting processes on a directed graph $\mathbb G$. The process is constructed as the solution to a system of Poisson driven stochastic…

概率论 · 数学 2014-03-25 Sylvain Delattre , Nicolas Fournier , Marc Hoffmann

For each $n\geq 1$, let $ {X_{in}, \quad i \geq 1} $ be independent copies of a nonnegative continuous stochastic process $X_{n}=(X_n(t))_{t\in T}$ indexed by a compact metric space $T$. We are interested in the process of partial maxima…

概率论 · 数学 2011-10-07 Clément Dombry , Frédéric Eyi-Minko

In this paper, we give an upper bound for a probabilistic distance between a Gaussian vector and a vector of U-statistics of Poisson point processes by applying Malliavin-Stein inequality on the Poisson space.

概率论 · 数学 2011-11-10 Nguyen Tuan Minh

In the series of models with interacting particles in stochastic geometry, a new contribution presents the facet process which is defined in arbitrary Euclidean dimension. In 2D, 3D specially it is a process of interacting segments, flat…

概率论 · 数学 2015-04-02 Jakub Vecera , Viktor Benes

We introduce and study interval partition diffusions with Poisson--Dirichlet$(\alpha,\theta)$ stationary distribution for parameters $\alpha\in(0,1)$ and $\theta\ge 0$. This extends previous work on the cases $(\alpha,0)$ and…

概率论 · 数学 2022-07-25 Noah Forman , Douglas Rizzolo , Quan Shi , Matthias Winkel

We develop a general approach to Stein's method for approximating a random process in the path space $D([0,T]\to R^d)$ by a real continuous Gaussian process. We then use the approach in the context of processes that have a representation as…

概率论 · 数学 2024-01-24 A. D. Barbour , Nathan Ross , Guangqu Zheng

We use Stein's method to provide non asymptotic $L^1$ bounds to the normal for functionals of associated point processes. As for supporting tools, we use the connection between association and $\alpha$-mixing properties that was recently…

概率论 · 数学 2020-04-03 Nathakhun Wiroonsri

Recent years have seen a huge development in spatial modelling and prediction methodology, driven by the increased availability of remote-sensing data and the reduced cost of distributed-processing technology. It is well known that…

统计计算 · 统计学 2020-02-18 Andrew Zammit-Mangion , Jonathan Rougier

In this paper, we provide upper bounds on the d2 distance between a large class of functionals of a multivariate compound Hawkes process and a given Gaussian vector. This is proven using Malliavin's calculus defined on an underlying Poisson…

概率论 · 数学 2021-09-17 Mahmoud Khabou

This paper proposes a new methodology to perform Bayesian inference for a class of multidimensional Cox processes in which the intensity function is piecewise constant. Poisson processes with piecewise constant intensity functions are…

统计方法学 · 统计学 2022-11-16 Flavio B. Gonçalves , Barbara C. C. Dias

The goal of this paper is to quantitatively describe some statistical properties of higher-dimensional determinantal point processes with a primary focus on the nearest-neighbor distribution functions. Toward this end, we express these…

统计力学 · 物理学 2009-11-13 A. Scardicchio , C. E. Zachary , S. Torquato

It is known that the number of points in the largest cluster of a percolating Poisson process restricted to a large finite box is asymptotically normal. In this note, we establish a rate of convergence for the statement. As each point in…

概率论 · 数学 2023-09-08 Tiffany Y. Y. Lo , Aihua Xia

Different change-point type models encountered in statistical inference for stochastic processes give rise to different limiting likelihood ratio processes. In this paper we consider two such likelihood ratios. The first one is an…

统计理论 · 数学 2010-04-05 Serguei Dachian

In this note, we provide upper bounds on the expectation of the supremum of empirical processes indexed by H\"older classes of any smoothness and for any distribution supported on a bounded set in $\mathbb R^d$. These results can be…

统计理论 · 数学 2020-12-18 Nicolas Schreuder

[B{\l}aszczyszyn, Yogeshwaran and Yukich (2019)] established central limit theorems for geometric statistics of point processes having fast decay dependence. As limit theorems are of limited use unless we understand their errors involved in…

概率论 · 数学 2022-05-27 Tianshu Cong , Aihua Xia

Let N, N' and N'' be point processes such that N' is obtained from N by homogeneous independent thinning and N''= N- N'. We give a new elementary proof that N' and N'' are independent if and only if N is a Poisson point process. We present…

概率论 · 数学 2011-11-10 Renato M. Assuncao , Pablo A. Ferrari