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We are interested in estimating the location of what we call "smooth change-point" from $n$ independent observations of an inhomogeneous Poisson process. The smooth change-point is a transition of the intensity function of the process from…

统计理论 · 数学 2021-02-17 A. Amiri , S Dachian

This work is devoted to the problem of estimation of the localization of Poisson source. The observations are inhomogeneous Poisson processes registered by the $k\geq 3$ detectors on the plane. We study the behavior of the Bayes estimators…

统计理论 · 数学 2018-06-20 O. V. Chernoyarov , S. Dachian , Yu. A. Kutoyants

We consider the problem of localization of Poisson source by the observations of inhomogeneous Poisson processes. We suppose that there are $k$ detectors on the plane and each detector provides the observations of Poisson processes whose…

统计理论 · 数学 2018-06-19 Oleg V. Chernoyarov , Yury A. Kutoyants

We present a review of some recent results on estimation of location parameter for several models of observations with cusp-type singularity at the change point. We suppose that the cusp-type models fit better to the real phenomena…

统计理论 · 数学 2017-11-13 S. Dachian , N. Kordzakhia , Yu. A. Kutoyants , A. Novikov

We consider the problem of parameter estimation by observations of inhomogeneous Poisson process. It is well-known that if the regularity conditions are fulfilled then the maximum likelihood and Bayesian estimators are consistent,…

统计理论 · 数学 2009-03-27 Yury A. Kutoyants

This paper considers the problem of adaptive estimation of a non-homogeneous intensity function from the observation of n independent Poisson processes having a common intensity that is randomly shifted for each observed trajectory. We show…

统计理论 · 数学 2011-05-20 Jérémie Bigot , Sébastien Gadat , Thierry Klein , Clément Marteau

We study the problem of non-parametric Bayesian estimation of the intensity function of a Poisson point process. The observations are $n$ independent realisations of a Poisson point process on the interval $[0,T]$. We propose two related…

统计方法学 · 统计学 2020-03-31 Shota Gugushvili , Frank van der Meulen , Moritz Schauer , Peter Spreij

We present a detection problem where several spatially distributed sensors observe Poisson signals emitted from a single source of unknown position. The measurements at each sensor are modeled by independent inhomogeneous Poisson processes.…

统计理论 · 数学 2018-06-19 Christian Farinetto , Yury A. Kutoyants , Alioune Top

A model of Poissonian observation having a jump (change-point) in the intensity function is considered. Two cases are studied. The first one corresponds to the situation when the jump size converges to a non-zero limit, while in the second…

统计理论 · 数学 2015-02-25 Serguei Dachian , Lin Yang

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

Intensity estimation for Poisson processes is a classical problem and has been extensively studied over the past few decades. Practical observations, however, often contain compositional noise, i.e. a nonlinear shift along the time axis,…

统计方法学 · 统计学 2019-09-25 Glenna Schluck , Wei Wu , Anuj Srivastava

We introduce a new variational estimator for the intensity function of an inhomogeneous spatial point process with points in the $d$-dimensional Euclidean space and observed within a bounded region. The variational estimator applies in a…

统计理论 · 数学 2014-07-02 Jean-François Coeurjolly , Jesper Møller

The problem of parameter estimation by i.i.d. observations of an inhomogeneous Poisson process is considered in situation of misspecification. The model is that of a Poissonian signal observed in presence of a homogeneous Poissonian noise.…

统计理论 · 数学 2022-11-21 O V Chernoyarov , S Dachian , Yu A Kutoyants

We consider the nonparametric estimation of the intensity function of a Poisson point process in a circular model from indirect observations $N_1,\ldots,N_n$. These observations emerge from hidden point process realizations with the target…

统计理论 · 数学 2019-02-19 Martin Kroll

We apply nonparametric Bayesian methods to study the problem of estimating the intensity function of an inhomogeneous Poisson process. We exhibit a prior on intensities which both leads to a computationally feasible method and enjoys…

统计理论 · 数学 2013-11-28 Eduard Belitser , Paulo Serra , Harry van Zanten

We consider the problem of hypothesis testing in the situation where the first hypothesis is simple and the second one is local one-sided composite. We describe the choice of the thresholds and the power functions of different tests when…

统计理论 · 数学 2015-02-25 Serguei Dachian , Yury Kutoyants , Lin Yang

Modelling the first-order intensity function is one of the main aims in point process theory, and it has been approached so far from different perspectives. One appealing model describes the intensity as a function of a spatial covariate.…

统计方法学 · 统计学 2018-07-03 M. I. Borrajo , W. González-Manteiga , M. D. Martínez-Miranda

Suppose $X_1,\dots, X_n$ is a random sample from a bounded and decreasing density $f_0$ on $[0,\infty)$. We are interested in estimating such $f_0$, with special interest in $f_0(0)$. This problem is encountered in various statistical…

统计理论 · 数学 2020-09-14 Geurt Jongbloed , Frank van der Meulen , Lixue Pang

This work studies nonparametric Bayesian estimation of the intensity function of an inhomogeneous Poisson point process in the important case where the intensity depends on covariates, based on the observation of a single realisation of the…

统计理论 · 数学 2025-05-09 Matteo Giordano , Alisa Kirichenko , Judith Rousseau

We consider the problem of parameter estimation in the case of observation of the trajectory of diffusion process. We suppose that the drift coefficient has a singularity of cusp-type and the unknown parameter corresponds to the position of…

统计理论 · 数学 2018-06-19 Yury A. Kutoyants
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