Finding the MMSE Filter Optimum Weights

The math of solving the MMSE problem to find the optimal weights. A linear algebra formulation is used to rewrite the mean-squared error as a perfect square, which allows the MMSE weights to be identified by inspection without defining gradients and. This is the matrix equivalent of the "completing the square" method used to find the minimum of a second order polynomial.