A Matrix Theoretic Derivation of the Kalman Filter

Abstract

We present a matrix theoretic derivation of the Kalman filter—motivated by\rthe statistical technique of minimum variance estimation—in order to make its\rtheoretical underpinnings accessible to a broader audience. Standard derivations\rof the filter utilize probabilistic arguments that are less familiar to the matrix\ranalyst and computational mathematician.\r