at instant
be of form
where
is the noise and
is the signal obeying a system of coupled linear difference equations. A method is given for computing the gains of the predictor and filter for the signal
and the corresponding state
. The gains are computed recursively from the previous gains without involving the covariance matrix of the state. The computational advantages of the scheme are also discussed.