Maximum likelihood estimators uniformly minimize distribution variance among distribution unbiased estimators in exponential families

Paul Vos, Qiang Wu

We employ a parameter-free distribution estimation framework where estimators are random distributions and utilize the Kullback-Leibler (KL) divergence as a loss function. Wu and V…