Optimal Bayesian Affine Estimator and Active Learning for the Wiener Model

Sasan Vakili, Manuel Mazo, Peyman Mohajerin Esfahani

This paper presents a Bayesian estimation framework for Wiener models, focusing on learning nonlinear output functions under known linear state dynamics. We derive a closed-form op…