Given two estimates of a set of parameters and and their covariances, , we can combine the two sets of data as follows
This method combines the data in the least squares sense, that is the approximation to the stored in the covariance matrices has been combined directly to give the minimum of the quadratic form. The method can be rewritten slightly giving
where . In this form the method is directly comparable to the information filter form of the Kalman filter.