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

Hyeok Kyu Kwon, Minwoo Chae

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…