Use of Kalman filter in finance and estimation of value-at-risk

Kalman filter is, in certain sense, a way to give the moving average of a time series. It keeps track on a vector of state variables with its corresponding covariance matrix. The Kalman algorithm usually give a converging covariance matrix after several iterations of prediction-update. A common use is to... [more]