The Empirical Mean is Minimax Optimal for Local Glivenko-Cantelli

Doron Cohen, Aryeh Kontorovich, Roi Weiss

We revisit the recently introduced Local Glivenko-Cantelli setting, which studies distribution-dependent uniform convergence rates of the Empirical Mean Estimator (EME). In this wo…