Bayesian System ID: Optimal management of parameter, model, and measurement uncertainty

Nicholas Galioto, Alex Gorodetsky

We evaluate the robustness of a probabilistic formulation of system identification (ID) to sparse, noisy, and indirect data. Specifically, we compare estimators of future system be…