English

Bounding Hellinger Distance with Stein's Method

Probability 2025-09-23 v3

Abstract

This work introduces a new, explicit bound on the Hellinger distance between a continuous random variable and a Gaussian with matching mean and variance. As example applications, we derive a quantitative Hellinger central limit theorem and efficient concentration inequalities for U-statistics.

Keywords

Cite

@article{arxiv.2411.04322,
  title  = {Bounding Hellinger Distance with Stein's Method},
  author = {Morgane Austern and Lester Mackey},
  journal= {arXiv preprint arXiv:2411.04322},
  year   = {2025}
}
R2 v1 2026-06-28T19:50:47.623Z