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Let f(x) be the density of a design variable X and m(x) = E[Y|X = x] the regression function. Then m(x)= G(x)/f(x), where G(x)= m(x)f(x). The Dirac δ-function is used to define a generalized empirical function Gn(x) for G(x) whose expectation equals G(x).