Kernel estimation under linear-exponential loss

We consider nonparametric estimation of optimal predictors when the loss function is linear-exponential (Linex). We derive asymptotic distributions of the local constant and local linear kernel estimators under Linex and discuss the rules for the optimal bandwidth.