Bandwidth Selection In Pre-Smoothed Particle Filters

Tore Selland Kleppe, Hans Julius Skaug

For the purpose of maximum likelihood estimation of static parameters, we apply a kernel smoother to the particles in the standard SIR filter for non-linear state space models with…