0f course, all indeterministic stationary processes can be given linear moving average representations, as Hermann Wold showed. However, it does not follow that the process can be given a moving average representation in terms of its own innovations. The true process
may be generated nonlinearly or other information besides its own lagged values may be used in forecasting.These will generally result in a less than perfect correlation of the terms in (5).