On the linearly constrained minimum mean square error estimate
Yoram Baram · IEEE Transactions on Automatic Control · 1980
It is shown that the minimum mean square error estimate under a linear constraint is a linear sum of the unconstrained estimate and the constraint. This result is derived without further restricting the estimated random variable or the observations.