Let the measurement

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.