Deviation Inequalities for Rényi Divergence Estimators via Variational Expression

Sreejith Sreekumar, Kengo Kato

Rényi divergences play a pivotal role in information theory, statistics, and machine learning. While several estimators of these divergences have been proposed in the literature wi…