This course introduces the Kalman filter as a method that can solve problems related to estimating the hidden internal state of a dynamic system. It develops the background theoretical topics in state ...

Ludwig Fahrmeir, Posterior Mode Estimation by Extended Kalman Filtering for Multivariate Dynamic Generalized Linear Models, Journal of the American Statistical Association, Vol. 87, No. 418 (Jun., ...