We consider a class of nonparametric estimators for the regression function re(t) in the model: Yl = m(tl) + el, 1 ~ i ~ n, t I ( [0, 1], which are linear in the observations Yl. Several limit theorems concerning local and global stochastic and a.s. convergence and limit distributions are given.