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 Rᵖ for these estimators under specified assumptions.