Bootstrap Algorithms for Parameter and Smoothing State Estimation

Two-stage bootstrap algorithms for simultaneous smoothing state and parameter estimation of linear dynamical system are developed. Cases of both fixed point and fixed lag smoothing have been considered. Simulation results pertaining to a satellite tracking system are presented for illustration.