Concentration of measure for graphon particle system

Erhan Bayraktar, Donghan Kim
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Abstract

We study heterogeneously interacting diffusive particle systems with mean-field-type interaction characterized by an underlying graphon and their finite particle approximations. Under suitable conditions, we obtain exponential concentration estimates over a finite time horizon for both 1- and 2-Wasserstein distances between the empirical measures of the finite particle systems and the averaged law of the graphon system.
石墨颗粒系统的测量浓度
我们研究的是具有均值场型相互作用的异质相互作用扩散粒子系统,其特征是底层图式及其有限粒子近似。在合适的条件下,我们可以得到有限时间范围内,有限粒子系统的经验度量与图元系统的平均律之间的 1-和 2-Wasserstein 距离的指数浓度估计值。
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