Data regularization as an optimization problem

The Gauss-Markoff equation () is derived as a solution of an optimization problem - minimizing the model error covariance matrix. After simplifying this equation to the forms () and (), we can again recast it as a solution to an optimization problem of a different kind. In fact, equations () and () correspond to two fundamentally different optimization formulations.