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[New model] SARIMAX from statsmodels #854

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sotte opened this issue Mar 17, 2022 · 1 comment
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[New model] SARIMAX from statsmodels #854

sotte opened this issue Mar 17, 2022 · 1 comment
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@sotte
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sotte commented Mar 17, 2022

Darts already wraps ARIMA from statsmodels. It would be great if it also supported SARIMAX to make it easy to incorporate exogenous data.

https://www.statsmodels.org/stable/generated/statsmodels.tsa.statespace.sarimax.SARIMAX.html?highlight=sarimax

@sotte sotte added the triage Issue waiting for triaging label Mar 17, 2022
@hrzn
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hrzn commented Mar 20, 2022

Hi @sotte, thank you for this suggestion. In fact, we are indeed wrapping over statsmodels' ARIMA, which also can take in an exogenous component, corresponding to SARIMAX. In Darts, you can already now provide a future_covariates series to specify this exogenous component.

Now, I'm note quite sure whether this results as precisely the same model as this one. That would require a little investigation...

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