Density Estimation with Contaminated Data: Minimax Rates and Theory of Adaptation

Haoyang Liu, Chao Gao

This paper studies density estimation under pointwise loss in the setting of contamination model. The goal is to estimate $f(x_0)$ at some $x_0\in \mathbb{R}$ with i.i.d. observatio…