Direct Estimation of the Index Coefficients in a Single-index Model
Résumé
We propose a new method of estimating the index coefficients in a single index model. It is based on iterative improvement of the average derivative estimator. The resulting estimate is $\sqrt{n}$--consistent under mild assumptions on the model.