Nonparametric Denoising of Signals with Unknown Local Structure, I: Oracle Inequalities

Anatoli Juditsky, Arkadii S. Nemirovski

We consider the problem of pointwise estimation of multi-dimensional signals $s$, from noisy observations $(y_{\tau })$ on the regular grid $\bZd$. Our focus is on the adaptive estimatio…