The aim of this note is to give recurrence equations for the state estimate and the error covariance of a linear discrete-time system whose state and observation noises arc correlated on a finite time interval. More precisely, we give the recurrence state estimation equations for the system

(1)

, (2) under the assumptions that noises w(k) and w(l) are uncorrelated for

, while

and

are uncorrelated for

or

, where

are known nonnegative integers.