Prof Hans Kuensch, ETH Zurich

Ensemble kalman filter versus particle filters

With high dimensional state space, particle filters usually behave badly.  In atmospheric science, the ensemble Kalman filter is used instead which assumes a linear Gaussian observation and a Gaussian prediction distribution.  I will discuss some open problems from a statistical perspective.