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We consider a nonparametric regression model as follows: y= m (x)+ u,(1) where y is an observable scalar random variable, and x is a dx× 1 vector of regressors and may be correlated with a zero mean regression error u. The parameter of interest is the nonparametric regression function m (·). A dz× 1 vector of