On Rates and Limit Distributions

For regular parametric models, estimators converge uniformly at a rate n−1/2, and the limit distribution is normal with mean 0. The situation is different if the best possible rate is n−α, with α∈ (0, 1/2), as common for nonparametric models. In this case, uniformly attainable normal limit distributions with mean 0 are impossible.