The theory of linear discrete time filtering started with a paper by Kol- mogorov in 1941. He addressed the problem for stationary random se- quences and introduced the idea of the innovations process, which is a useful tool for the more general problems considered here. The reader may object and note that Gauss discovered least squares much earlier; however, I want to distinguish between the problem of parameter estimation, the Gauss problem, and...