A statistical and computational theory for robust and sparse Kalman smoothing

Aleksandr Y. Aravkin, James V. Burke, Gianluigi Pillonetto

Kalman smoothers reconstruct the state of a dynamical system starting from noisy output samples. While the classical estimator relies on quadratic penalization of process deviation…