59 citations · 252 across the 21 of their papers we have counts for
4 papers · 1 filter
Ensemble Estimation of Distributional Functionals via -Nearest Neighbors
Kevin R. Moon, Kumar Sricharan, Alfred O. Hero
The problem of accurate nonparametric estimation of distributional functionals (integral functionals of one or more probability distributions) has received recent interest due to t…
Direct Ensemble Estimation of Density Functionals
Alan Wisler, Kevin Moon, Visar Berisha
Estimating density functionals of analog sources is an important problem in statistical signal processing and information theory. Traditionally, estimating these quantities require…
Direct Estimation of Information Divergence Using Nearest Neighbor Ratios
Morteza Noshad, Kevin R. Moon, Salimeh Yasaei Sekeh +1
We propose a direct estimation method for Rényi and f-divergence measures based on a new graph theoretical interpretation. Suppose that we are given two sample sets and , re…
Ensemble Estimation of Generalized Mutual Information with Applications to Genomics
Kevin R. Moon, Kumar Sricharan, Alfred O. Hero
Mutual information is a measure of the dependence between random variables that has been used successfully in myriad applications in many fields. Generalized mutual information mea…