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We have derived the GMF, which represents the optimal linear combination of arbitrary number correlated estimates. Each estimate is fused by the minimum mean square error criterion. Using this formula we have derived the new suboptimal filtering algorithm. The proposed suboptimal filter can be widely used in the different areas of applications: industrial, military, space, communication, target tracking, inertial navigation and others.