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 $d$-dimensions from independent observations. Unlike usual lik…