This paper introduces a nonparametric weighted regression method based on u
sing a level crossing empirical distribution function. A weighted regressio
n estimator is proposed. The mean square error of this estimator and compar
ison of its performance with other regression estimators, are studied. Comp
utational methods are developed and numerical results are obtained by using
simulations.