In this paper we prove the asymptotic efficiency of the model selection
procedure proposed by the authors in the first part. To this end we introduce
the robust risk as the least upper bound of the quadratical risk over a broad
class of observation distributions. Asymptotic upper and lower bounds for the
robust risk have been derived. The asymptotic efficiency of the procedure is
proved. The Pinsker constant is found