Sharp failure rates for the bootstrap particle filter in high dimensions

Peter Bickel, Bo Li, Thomas Bengtsson

We prove that the maximum of the sample importance weights in a high-dimensional Gaussian particle filter converges to unity unless the ensemble size grows exponentially in the sys…