Bilgili, Faik (2002): VAR, ARIMA, Üstsel Düzleme, Karma ve İlave-Faktör Yöntemlerinin Özel Tüketim Harcamalarına ait Ex Post Öngörü Başarılarının Karşılaştırılması. Published in: Dokuz Eylül University, Faculty of Economics and Administrative Sciences Journal , Vol. 17, No. 1 : pp. 185-211.
Preview |
PDF
MPRA_paper_75536.pdf Download (850kB) | Preview |
Abstract
The aim of this study is to compare the ex post forecast accuracies of VAR, ARIMA, ES, Combining and Add-factor methods. In this comparison, the ex post forecasts of 2000:1-2000:4 are obtained by using the data of the Turkish private consumption for the period of 1987:1-1999:4. Beside private consumption, for VAR method, the Turkish GDP data is employed for the same periods. Later, the seasonality and stationarity analyses are run for these two series. The series are seasonally adjusted by the additive decomposition method and found as I(1). In the following steps, the ex post forecast models of these methods are established. Forecast outputs are evaluated by the criteria of MAE, MAPE, MSE, RMSE and Theil U. In conclusion of this analysis, the combining model of VAR-ES is found the best among others.
Item Type: | MPRA Paper |
---|---|
Original Title: | VAR, ARIMA, Üstsel Düzleme, Karma ve İlave-Faktör Yöntemlerinin Özel Tüketim Harcamalarına ait Ex Post Öngörü Başarılarının Karşılaştırılması |
English Title: | A Comparison of Ex-Post Forecast Accuracies for VAR, ARIMA, Exponential Smoothing, Combining and Add-Factor Methods for Private Consumption |
Language: | Turkish |
Keywords: | VAR, ARIMA, ES, Combining and Add-factor methods, forecast accuracies |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C15 - Statistical Simulation Methods: General C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C51 - Model Construction and Estimation C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C52 - Model Evaluation, Validation, and Selection C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C53 - Forecasting and Prediction Methods ; Simulation Methods C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C61 - Optimization Techniques ; Programming Models ; Dynamic Analysis C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C63 - Computational Techniques ; Simulation Modeling E - Macroeconomics and Monetary Economics > E2 - Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy > E21 - Consumption ; Saving ; Wealth |
Item ID: | 75536 |
Depositing User: | Faik Bilgili |
Date Deposited: | 13 Dec 2016 18:41 |
Last Modified: | 02 Oct 2019 13:54 |
References: | Anderson, R., D. et al., (1996), Statistics for Business and Economics, 6th Edition, West Publishing Company, New York. Bates, J., and C. W. J. Granger (1969), "The Combinations of Forecasts," Operational Research Quarterly, Vol. 20, 451-468. Bilgili, Faik (2001), "ARIMA ve VAR Modellerinin Tahmin Başarılarının Karşılaştırılması", Erciyes Üniversitesi, İ.İ.B.F. Dergisi, Sayı 17: 37-53. Bilgili, Faik (2000), "Forecasting Macro Targets of the Turkish Economy for the Year 2000: An Application of Box-Jenkins and Exponential Smoothing Methods", Dokuz Eylül Üniversitesi, İ.İ.B.F. Dergisi, Cilt 15, Sayı 2: 85-99. Daniel, Wayne W., and Terrell, James C. (1995), Business Statistics for Management and Economics, Seventh Edition, Houghton Mifflin Company, Boston. Doan, A. Thomas (1992) RATS User’s Manual, Version 4.0, 2nd Printing, Estima, Evanston IL. Enders, Walter (1995), Applied Econometric Time Series, John Wiley & Sons, Inc. New York. Gaynor, E. Patricia and Ricky C. Kirkpatrick (1994), Time Series Modeling and Forecasting in Business and Economics, McGraw Hill Inc., New York, International Editions. Granger, R., and R. Ramanathan (1984), "Improved Methods of Combining Forecasts," Journal of Forecasting, Vol. 3, 197-204. Lindberg, Bertil (1982), "International Comparison of Growth in Demand for a New Durable Consumer Product," Journal of Marketing Research, 19, 364-371. Mahmoud, Essam (1984), "Accuracy in Forecasting: a Survey," Journal of Forecasting, Vol.3, 139-159. Makrikadis, S. et al., (1982), "The Accuracy of Extrapolation (Time Series) Methods: Results of a Forecasting Competition," Journal of Forecasting, Vol. 1, 111-153. Makrikadis, S., and R. Winkler (1983), "Averages of Forecasts: Some Empirical Results," Management Science, Vol 29, No. 9., 987-996. Montgomery, D. et al., (1990), Forecasting and Time Series Analysis, Second Edition, McGraw-Hill International Editions, New York. Özmucur, Süleyman. (1990), Geleceği Tahmin Yöntemleri, İSO Araştırma Dairesi, No: 1990/2, İstanbul. TCMB, EVDS (2001), http://www.tcmb.gov.tr, 5 Ocak. Uygur, Ercan (1987) SESRTCIC Econometric Model of The Turkish Economy, SESRTCIC, Ankara, Turkey. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/75536 |