Improved Concentration for Mean Estimators via Shrinkage

Antônio Catão, Lucas Resende, Paulo Orenstein

We study a class of robust mean estimators $\hat{\mu }$ obtained by adaptively shrinking the weights of sample points far from a base estimator $\hat{\kappa }$. Given a data-dependent s…