Inverting Poisson-Laguerre tessellations

Fuente: arXiv
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Autori principali: van der Jagt, Thomas, Jongbloed, Geurt, Vittorietti, Martina
Natura: Preprint
Pubblicazione: 2026
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author van der Jagt, Thomas
Jongbloed, Geurt
Vittorietti, Martina
author_facet van der Jagt, Thomas
Jongbloed, Geurt
Vittorietti, Martina
contents While it is well-known how to compute the cells of a Laguerre tessellation for a given set of weighted generator points, it is not obvious how to invert a Laguerre tessellation. That is, given that one observes a Laguerre tessellation, how can one retrieve the weighted generators corresponding to the observed cells. In this paper, we consider inversion of a class of random Laguerre tessellations known as Poisson-Laguerre tessellations. The weighted generators of observed cells of a Poisson-Laguerre tessellation are of interest because knowledge of these weighted generators is useful for statistical inference of Poisson-Laguerre tessellations. For general Laguerre tessellations we provide a characterization of all configurations of weighted generator points which yield the same Laguerre tessellation. For Poisson-Laguerre tessellations we propose a method for consistent inversion, meaning that as one observes the tessellation through increasing observation windows, a closer approximation of the original weighted generators can be obtained. In a simulation study we examine both performance of the inversion procedure, as well as the use of the obtained approximated weighted generators for nonparametrically estimating the weight distribution function corresponding to a Poisson-Laguerre tessellation.
format Preprint
id arxiv_https___arxiv_org_abs_2606_02065
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Inverting Poisson-Laguerre tessellations
van der Jagt, Thomas
Jongbloed, Geurt
Vittorietti, Martina
Methodology
Probability
62G05, 62M30, 60D05, 60G55
While it is well-known how to compute the cells of a Laguerre tessellation for a given set of weighted generator points, it is not obvious how to invert a Laguerre tessellation. That is, given that one observes a Laguerre tessellation, how can one retrieve the weighted generators corresponding to the observed cells. In this paper, we consider inversion of a class of random Laguerre tessellations known as Poisson-Laguerre tessellations. The weighted generators of observed cells of a Poisson-Laguerre tessellation are of interest because knowledge of these weighted generators is useful for statistical inference of Poisson-Laguerre tessellations. For general Laguerre tessellations we provide a characterization of all configurations of weighted generator points which yield the same Laguerre tessellation. For Poisson-Laguerre tessellations we propose a method for consistent inversion, meaning that as one observes the tessellation through increasing observation windows, a closer approximation of the original weighted generators can be obtained. In a simulation study we examine both performance of the inversion procedure, as well as the use of the obtained approximated weighted generators for nonparametrically estimating the weight distribution function corresponding to a Poisson-Laguerre tessellation.
title Inverting Poisson-Laguerre tessellations
topic Methodology
Probability
62G05, 62M30, 60D05, 60G55
url https://arxiv.org/abs/2606.02065