–Nelson decomposition and unobserved components processes when decomposing time series into permanent and transitory shocks. This paper … processes. Results allow measuring how close standard unobserved components processes and unrestricted ARIMA models are … shows the existence of an algebraic linkage between reduced and structural forms parameters of some unobserved components …