Empirical estimation of entropy functionals with confidence

Kumar Sricharan, Raviv Raich, Alfred O. Hero

This paper introduces a class of k-nearest neighbor ($k$-NN) estimators called bipartite plug-in (BPI) estimators for estimating integrals of non-linear functions of a probability…