Robust density estimation with the ${\mathbb{L}}_1$-loss. Applications to the estimation of a density on the line satisfying a shape constraint

Y. Baraud, H. Halconruy, G. Maillard

We solve the problem of estimating the distribution of presumed i.i.d. observations for the total variation loss. Our approach is based on density models and is versatile enough to…