This paper considers the problem of estimating expected values of functions that are inversely weighted by an unknown density using the <italic>k</italic>-nearest neighbor (<italic>k</italic>-NN) method. It establishes the <inline-graphic> </inline-graphic>-consistency and the asymptotic normality of an estimator that allows for strictly stationary time-series...