The Effect of Estimating Parameters on Long-Term Forecasts for Cointegrated Systems
β Scribed by Hiroaki Chigira; Taku Yamamoto
- Publisher
- John Wiley and Sons
- Year
- 2011
- Tongue
- English
- Weight
- 412 KB
- Volume
- 31
- Category
- Article
- ISSN
- 0277-6693
- DOI
- 10.1002/for.1230
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β¦ Synopsis
ABSTRACT
This paper concerns Longβterm forecasts for cointegrated processes. First, it considers the case where the parameters of the model are known. The paper analytically shows that neither cointegration nor integration constraint matters in Longβterm forecasts. It is an alternative implication of Longβterm forecasts for cointegrated processes, extending the results of previous influential studies. The appropriate Mote Carlo experiment supports our analytical result. Secondly, and more importantly, it considers the case where the parameters of the model are estimated. The paper shows that accuracy of the estimation of the drift term is crucial in Longβterm forecasts. Namely, the relative accuracy of various Longβterm forecasts depends upon the relative magnitude of variances of estimators of the drift term. It further experimentally shows that in finite samples the univariate ARIMA forecast, whose drift term is estimated by the simple time average of differenced data, is better than the cointegrated system forecast, whose parameters are estimated by the wellβknown Johansen's ML method. Based upon finite sample experiments, it recommends the univariate ARIMA forecast rather than the conventional cointegrated system forecast in finite samples for its practical usefulness and robustness against model misspecifications. Copyright Β© 2011 John Wiley & Sons, Ltd.
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