In order to estimate the state of an asymptotic time-invariant linear system with special statistical properties, an easily calculated stochastic approximation algorithm is developed. For a certain class of linear estimators this algorithm characteristically produces the least mean square estimation error, a property which is not lost if time-variant systems with non-vanishing plant noise are considered.