the point of view of an analyst or a decision maker, the smoothed state series bear with larger
importance, as they illustrate the past as one looks at it from the present. However, the filtered series
demonstrate past observations as they were observed back in the date of observation. As a consequence,
the paper uses the Kalman smoothing procedure