Convergence rate for the coupon collector's problem with Stein's method

Fuente: arXiv
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Hauptverfasser: Costacèque, Decreusefond
Format: Preprint
Veröffentlicht: 2025
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author Costacèque
Decreusefond
author_facet Costacèque
Decreusefond
contents The functional characterization of a measure, an essential but delicate aspect of Stein's method, is shown to be accessible for stable probability distributions on convex cones. This notion encompasses the usual stable distributions \textit{e.g.} Gaussian, Pareto, \textit{etc.} but also the max-stable distributions: Weibull, Gumbel and Fréchet. We use the definition of max-stability to define a Markov process whose invariant measure is the stable measure of interest. In this paper, we focus on the Gumbel distribution and show how this construction can be applied to estimate the rate of convergence in the classical coupon collector's problem.
format Preprint
id arxiv_https___arxiv_org_abs_2501_06535
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Convergence rate for the coupon collector's problem with Stein's method
Costacèque
Decreusefond
Probability
60F07
The functional characterization of a measure, an essential but delicate aspect of Stein's method, is shown to be accessible for stable probability distributions on convex cones. This notion encompasses the usual stable distributions \textit{e.g.} Gaussian, Pareto, \textit{etc.} but also the max-stable distributions: Weibull, Gumbel and Fréchet. We use the definition of max-stability to define a Markov process whose invariant measure is the stable measure of interest. In this paper, we focus on the Gumbel distribution and show how this construction can be applied to estimate the rate of convergence in the classical coupon collector's problem.
title Convergence rate for the coupon collector's problem with Stein's method
topic Probability
60F07
url https://arxiv.org/abs/2501.06535