Before revision:  We prove Central Limit Theorems for the estimation error with an optimal rate and study the problems of optimal bandwidth and kernel selection.
After revision:  We prove Central Limit Theorems for the estimation error with an optimal rate and study the optimal selection of the bandwidth and kernel selection.