The method of averaged splines in the problem of dependence approximation on the knowledge of empirical data

The problem of regression curve approximation is regarded as the problem of mean risk minimization on the knowledge of empirical data. Spline — functions are shown to insure asymptotically uniform approximation of a continuous regression curve while polynoms do not have this property.