Bounding Hellinger Distance with Stein's Method

Morgane Austern, Lester Mackey

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.