Under mild conditions, we find the best linear prediction of linear processes with arbitrary innovations. The prediction method is based on the theory of Hilbert spaces. Using the presented method we can predict non-causal ARMA processes. Finally, we utilize the presented method for prediction of natural logarithms of volumes of Wal-Mart stock traded daily.