Rates of strong uniform consistency for the $k$-nearest neighbors kernel estimators of density and regression function

We adress the problem of consistency of the $k$-nearest neighbors kernel estimators of the density and the regression function in the multivariate case. We get the rates of strong uniform consistency on the whole space ${\mathbb{R}}^p$ for these estimators under specified assumptions.