Deep Bayesian Filter for Bayes-faithful Data Assimilation

Yuta Tarumi, Keisuke Fukuda, Shin-ichi Maeda

State estimation for nonlinear state space models (SSMs) is a challenging task. Existing assimilation methodologies predominantly assume Gaussian posteriors on physical space, wher…