most citedOptimal rates and adaptation in the single-index model using aggregation

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math.ST2007★ 45 cited

Optimal rates and adaptation in the single-index model using aggregation

Stéphane Gaïffas, Guillaume Lecué

We want to recover the regression function in the single-index model. Using an aggregation algorithm with local polynomial estimators, we answer in particular to the second part of…