We show that the Cholesky decomposition of a time varying spectrum can be used as a transfer function to generate a locally stationary time series with the designed spectrum. This not only provides us ...

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 ...