Economic forecasting. ARMA models as linear and time invariant (L.T.I.)

Authors

  • Inés Portillo García Universidad Pontificia Comillas

Keywords:

Time series, Signals, Digital Signal Processing, Linear Models.

Abstract

The objective of this paper is to point out the relationship between the timeseries modelling used in Econometrics and the techniques frequently used in Digital Signal Processing. A time series is a discrete time signal. This relationship makes itpossible use the large body of knowledge and the high number of techniques of application in this last area in order to model, process, represent, predict and in general to extract information from the time series frecuently encountered in Economy.A clear example is the short time series modelling applied to prediction, an important problem in economy, and where well-known algorithms coming from the Digital Signal Processing area may be applied: for instance, methods based on the eigen structure of the signal (time series) autocorrelation matrix.

References

ANDERSON, T. W.,1971 “The Statistical Analysis of Time Series”, Wiley-Interscience, 1971

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JENKIS, G., M., WATTS, D., G.,1968 “Spectral Analysis and Its Applications”, Holden-Day, 1968.

S.M. KAY, S.L. MARPLE, Jr, “Spectrum Analysis- A Modern Perspective”, Proc, IEEE, vol. 69, pp. 1380-1419, Nov. 1981.

MAKHOUL, J 1975., “Linear Prediction: A Tutorial Review”, Proc. IEEE, vol. 63, nº. 4, Apr. 1975.

MARPLE Jr., S., L.1978, “Digital Spectral Analysis with Applications”, PrenticeHell, 1987.

PINTELON, R., SCHOUKENS, J.1999, “Time Series Analysis in the Frequency Domain”, IEEE Trans. Signal Processing, vol. 47, nº 1, Jun. 1999.

Published

2012-07-10

How to Cite

Portillo García, I. (2012). Economic forecasting. ARMA models as linear and time invariant (L.T.I.). Icade. Journal of the Faculty of Law at Universidad Pontificia Comillas, (79), 161–187. Retrieved from https://revistas.comillas.edu/index.php/revistaicade/article/view/209

Issue

Section

Articles