This is an expository article that develops the Kalman filter from a Cholesky factorization perspective. In particular, the Kalman filter is shown to be a modification of the Cholesky factorization ...
In this paper we outline an alternative derivation of the square-root-free Cholesky decomposition of P - pp' based on square-root-free variants of a standard algorithm in statistical computing.
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