Ensemble Kalman methods for high-dimensional hierarchical dynamic space-time models

Matthias Katzfuss, Jonathan R. Stroud, Christopher K. Wikle

We propose a new class of filtering and smoothing methods for inference in high-dimensional, nonlinear, non-Gaussian, spatio-temporal state-space models. The main idea is to combin…