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This paper deals with the intersection point process of a stationary and isotropic Poisson hyperplane process in $\mathbb{R}^d$ of intensity $t>0$, where only hyperplanes that intersect a centred ball of radius $R>0$ are considered. Taking…

概率论 · 数学 2020-08-14 Anastas Baci , Gilles Bonnet , Christoph Thäle

We consider a time-varying first-order autoregressive model with irregular innovations, where we assume that the coefficient function is H\"{o}lder continuous. To estimate this function, we use a quasi-maximum likelihood based approach. A…

统计理论 · 数学 2023-02-28 Hanna Gruber , Moritz Jirak

We study weak convergence of a sequence of point processes to a scale-invariant simple point process. For a deterministic sequence $(z_n)_{n\in\mathbb{N}}$ of positive real numbers increasing to infinity as $n \to \infty$ and a sequence…

概率论 · 数学 2020-06-16 Chinmoy Bhattacharjee , Ilya Molchanov

This paper introduces a new stochastic process with values in the set Z of integers with sign. The increments of process are Poisson differences and the dynamics has an autoregressive structure. We study the properties of the process and…

统计方法学 · 统计学 2020-02-12 Giulia Carallo , Roberto Casarin , Christian P. Robert

A popular and flexible time series model for counts is the generalized integer autoregressive process of order $p$, GINAR($p$). These Markov processes are defined using thinning operators evaluated on past values of the process along with a…

统计方法学 · 统计学 2024-02-06 Pashmeen Kaur , Peter F. Craigmile

We discuss joint temporal and contemporaneous aggregation of $N$ independent copies of strictly stationary AR(1) and INteger-valued AutoRegressive processes of order 1 (INAR(1)) with random coefficient $\alpha \in (0, 1)$ and idiosyncratic…

概率论 · 数学 2016-01-19 Fanni Nedényi , Gyula Pap

In this work, based on a realization of an inhomogeneous Poisson process whose intensity function depends on a real unknown parameter, we consider a simple hypothesis against a sequence of close (contiguous) alternatives. Under certain…

统计理论 · 数学 2007-07-02 Khosrow Fazli

In this paper we study the limiting distributions of the least-squares estimators for the non-stationary first-order threshold autoregressive (TAR(1)) model. It is proved that the limiting behaviors of the TAR(1) process are very different…

统计理论 · 数学 2011-07-15 Weidong Liu , Shiqing Ling , Qi-Man Shao

This note aims at presenting several new theoretical results for the compound Poisson point process, which follows the work of Zhang \emph{et al.} [Insurance~Math.~Econom.~59(2014), 325-336]. The first part provides a new characterization…

统计理论 · 数学 2019-12-10 Huiming Zhang , Xiaoxu Wu

A general asymptotic theory is given for the panel data AR(1) model with time series independent in different cross sections. The theory covers the cases of stationary process, nearly non-stationary process, unit root process, mildly…

应用统计 · 统计学 2016-11-15 Jianfei Shen , Tianxiao Pang

We observe $n$ inhomogeneous Poisson processes with covariates and aim at estimating their intensities. We assume that the intensity of each Poisson process is of the form $s (\cdot, x)$ where $x$ is the covariate and where $s$ is an…

统计理论 · 数学 2013-06-14 Mathieu Sart

We study a local thinning $T_r$ that retains a point with probability $p(n_r)$, where $n_r$ counts neighbors within radius $r$. For Poisson input with spatially varying intensity, we obtain an exact intensity via a Poisson--mixture formula…

概率论 · 数学 2025-11-14 Kateryna Hlyniana

INAR (integer-valued autoregressive) and INGARCH (integer-valued GARCH) models are among the most commonly employed approaches for count time series modelling, but have been studied in largely distinct strands of literature. In this paper,…

概率论 · 数学 2024-04-05 Johannes Bracher , Barbora Sobolová

We develop a new tool, the time inhomogeneous Poisson equation in the whole space and with a terminal condition at infinity, to study the asymptotic behavior of the non-autonomous multi-scale stochastic system with irregular coefficients,…

概率论 · 数学 2024-12-13 Ling Wang , Pengcheng Xia , Longjie Xie , Li Yang

Guerrero et al. \cite{GBSO} propose a novel approach to building first-order integer-valued autoregressive (\inar1) models based on the concept of thinning. The standard approach requires that the thinning operator be defined first and…

概率论 · 数学 2024-03-07 Nadjib Bouzar

Define the scaled empirical point process on an independent and identically distributed sequence $\{Y_i: i\le n\}$ as the random point measure with masses at $a_n^{-1} Y_i$. For suitable $a_n$ we obtain the weak limit of these point…

概率论 · 数学 2016-08-16 André Dabrowski , Gail Ivanoof , Rafal Kulik

In this paper the integer-valued autoregressive model of order one, contaminated with additive or innovational outliers is studied in some detail. Moreover, parameter estimation is also addressed. Supposing that the time points of the…

概率论 · 数学 2010-02-28 Matyas Barczy , Marton Ispany , Gyula Pap , Manuel Scotto , Maria Eduarda Silva

The paper considers a Cox process where the stochastic intensity function for the Poisson data model is itself a non-homogeneous Poisson process. We show that it is possible to obtain the marginal data process, namely a non-homogeneous…

统计方法学 · 统计学 2023-04-17 Shuying Wang , Stephen G. Walker

This article employs the relation between probabilities of two consecutive values of a Poisson random variable to derive conditions for the weak convergence of point processes to a Poisson process. As applications, we consider the starting…

概率论 · 数学 2021-01-20 Federico Pianoforte , Matthias Schulte

This paper introduces a periodic multivariate Poisson autoregression with potentially infinite memory, with a special focus on the network setting. Using contraction techniques, we study the stability of such a process and provide upper…

统计理论 · 数学 2025-04-04 Mahmoud Khabou , Edward A. K. Cohen , Almut E. D. Veraart