Hyeok Kyu Kwon

Minimax optimal density estimation using a shallow generative model with a one-dimensional latent variable

A deep generative model yields an implicit estimator for the unknown distribution or density function of the observation. This paper investigates some statistical properties of the implicit density estimator pursued by VAE-type methods from a nonparametric density estimation framework. More specific…