M. Campi, A UNIQUE REPRESENTATION THEOREM FOR THE CONDITIONAL-EXPECTATION OF STATIONARY-PROCESSES AND APPLICATION TO DYNAMIC ESTIMATION PROBLEMS, Journal of Applied Probability, 34(2), 1997, pp. 372-380
In this paper, multivariate strict sense stationary stochastic process
es are considered. It is shown that there exists a universal function
by means of which the conditional expectation of any stationary proces
s with respect to its past can be represented. This requires no ergodi
city assumptions. The important implications of this result in the eva
luation of the achievable performance in certain dynamic estimation pr
oblems with incomplete statistical information are also discussed.