Summary: W. Stute [Ann. Probab. 19, No. 2, 812-825 (1991; Zbl 0770.60035)] introduced a class of so-called \(U\)-statistics, which may be viewed as a generalization of the Nadaraya-Watson estimates of a regression function. In this paper, we extend the results from the independent case to the dependent case.