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Nonparametric estimation of conditional mean functions has been studied extensively in the literature. This paper addresses the question of how to use extra informations to improve the estimation. Particularly, we consider the situation that the conditional mean functionE(Z|X) is of interest and there is an auxiliary variable available which is correlated with bothXandZ. A two-stage kernel smoother...
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