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math.ST2012★ 8 cited
Ensemble estimators for multivariate entropy estimation
Kumar Sricharan, Dennis Wei, Alfred O. Hero
The problem of estimation of density functionals like entropy and mutual information has received much attention in the statistics and information theory communities. A large class…
math.ST2010★ 25 cited
Empirical estimation of entropy functionals with confidence
Kumar Sricharan, Raviv Raich, Alfred O. Hero
This paper introduces a class of k-nearest neighbor (-NN) estimators called bipartite plug-in (BPI) estimators for estimating integrals of non-linear functions of a probability…