Experience with using the Box-Cox transformation when forecasting economic time series

Autor: Clive W. J. Granger, Harold L. Nelson
Rok vydání: 1979
Předmět:
Zdroj: Journal of Econometrics. 10:57-69
ISSN: 0304-4076
DOI: 10.1016/0304-4076(79)90064-2
Popis: Experience using twenty-one actual economic series suggests that using the Box-Cox transform does not consistently produce superior forecasts. The procedure used was to consider transformations x (λ) = (x λ −1) λ , where λ is chosen by maximum likelihood, a linear ARIMA model fitted to x (λ) and forecasts produced, and finally forecasts constructed for the original series. A main problem found was that no value of λ appeared to produce normally distributed data and so the maximum likelihood procedure was inappropriate.
Databáze: OpenAIRE