How to avoid the curse of dimensionality: scalability of particle filters with and without importance weights

Simone Carlo Surace, Anna Kutschireiter, Jean-Pascal Pfister

Particle filters are a popular and flexible class of numerical algorithms to solve a large class of nonlinear filtering problems. However, standard particle filters with importance…