On aggregation of nonparametric estimators

We study the problem of aggregation of arbitrary estimators from a given family ${\cal F}$ with respect to $\rL_p$--risks. The proposed method is based on comparison of empirical estimates of certain linear functionals with estimates induced by the family ${\cal F}$. We derive oracle inequalities and show that they are unimprovable in some sense.