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math.ST2017
On the nonparametric maximum likelihood estimator for Gaussian location mixture densities with application to Gaussian denoising
Sujayam Saha, Adityanand Guntuboyina
We study the Nonparametric Maximum Likelihood Estimator (NPMLE) for estimating Gaussian location mixture densities in -dimensions from independent observations. Unlike usual lik…
math.ST2013
Sharp Inequalities for -divergences
Adityanand Guntuboyina, Sujayam Saha, Geoffrey Schiebinger
-divergences are a general class of divergences between probability measures which include as special cases many commonly used divergences in probability, mathematical statistic…