Title: Improved nonparametric estimation of the drift in diffusion processes,
Abstract: In this paper, we consider the robust adaptive non parametric estimation
problem for the drift coefficient in diffusion processes. An adaptive model
selection procedure, based on the improved weighted least square estimates, is
proposed. Sharp oracle inequalities for the robust risk have been obtained.