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Is TRAMO-SEATS automatic identification of Reg-ARIMA ... - Cemfi

Is TRAMO-SEATS automatic identification of Reg-ARIMA ... - Cemfi

Is TRAMO-SEATS automatic identification of Reg-ARIMA ... - Cemfi

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SIMULATED SERIESIn summary, If series can be seen as generated by (relatively parsimonious) <strong>ARIMA</strong>model, AMI in <strong>TRAMO</strong> yields the following results:% <strong>of</strong> series withcorrect resultIdentification <strong>of</strong> the exact model: 65 – 79%Identification <strong>of</strong> the exact differencingneeded for stationarity: 94 – 98%Model diagnostics: 99%Forecasting (one-period-ahead)- all series (TERROR): 99%- 18 one-period-ahead forecasts(single series): 96 – 97.5%SEASONALITY:Correct detection <strong>of</strong> seasonality(or its lack there<strong>of</strong>) 99.5%No seasonality in residuals 99.5%(No missed seasonality; no spurious seasonality)Automatic procedure seems to work well (at least, as a starting pointor as benchmark).30

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