Asymptotic Distribution of Smoothers Based on Local Means and Local Medians under Dependence

The asymptotic distribution of k th nearest neighbor regression and autoregression estimates (local means) is obtained for ?-mixing processes. Local medians, as considered by Truong and Stone (1991, Ann. Statist.20 77-97), are also shown to be asymptotically normally distributed.