Abstract
We present in this article a new estimator of the regression operator of a scalar response variable given a functional explanatory variable. The latter is constructed by minimizing the mean squared relative error of the local linear regression operator. Our main result is the establishment of the almost complete consistency (pointwise and uniform) with rates of this estimator. A Monte Carlo study is carried out to evaluate the performance of this estimate.
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