Microsoft Word - Dobrovidov_London_new

Abstract—The data-based filtration method is proposed on the basis of the recent results for bandwidth selection by using smoothed cross-validation procedure. The optimal regularization procedure was developed to obtain the stable nonparametric estimator of filtration. Simulation has shown a high quality of the proposed filtration estimators as compared with the optimal Kalman filter.