and are Gaussian

In this case, we can show that

That is, the projection is actually the expected value of conditioned on the observations up to time n. Since this is the orthogonal projection, by definition of our induced norm, this is in fact the ``Least Squares Estimate'' referred to in more applied math/engineering texts.