稀疏Erdös-Rényi图的响应驱动抽样

IF 0.3 Q4 MATHEMATICS Acta Mathematica Vietnamica Pub Date : 2023-09-12 DOI:10.1007/s40306-023-00510-8
Anthony Cousien, Jean-Stéphane Dhersin, Viet Chi Tran, Thi Phuong Thuy Vo
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引用次数: 0

摘要

我们通过受访者驱动的采样方法研究了对Erdös-Rényi随机图的探索,其中发现的顶点揭示了它们的邻居。他们中的一些人收到优惠券,依次展示自己的社区。这导致了我们对随机图上的马尔可夫链的研究。对于大尺寸的稀疏Erdös-Rényi图,该过程正确地重正化收敛于确定性曲线的解,即横坐标轴上吸收的常微分方程组的解。还研究了相关的波动过程,提供了一个具有高斯极限过程的函数中心极限定理。仿真和数值计算说明了这项研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Respondent-Driven Sampling on Sparse Erdös-Rényi Graphs

We study the exploration of an Erdös-Rényi random graph by a respondent-driven sampling method, where discovered vertices reveal their neighbors. Some of them receive coupons to reveal in their turn their own neighborhood. This leads to the study of a Markov chain on the random graph that we study. For sparse Erdös-Rényi graphs of large sizes, this process correctly renormalized converges to the solution of a deterministic curve, solution of a system of ODEs absorbed on the abscissa axis. The associated fluctuation process is also studied, providing a functional central limit theorem, with a Gaussian limiting process. Simulations and numerical computation illustrate the study.

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来源期刊
CiteScore
0.90
自引率
0.00%
发文量
23
期刊介绍: Acta Mathematica Vietnamica is a peer-reviewed mathematical journal. The journal publishes original papers of high quality in all branches of Mathematics with strong focus on Algebraic Geometry and Commutative Algebra, Algebraic Topology, Complex Analysis, Dynamical Systems, Optimization and Partial Differential Equations.
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