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KishManani avatar KishManani commented on May 24, 2024 2

Hi @JavierEscobarOrtiz !

I wonder if you will be able to do this using a ForecasterEquivalentDate + a backtesting with a custom metric 🤔 (But it is true that this is more labor-intensive for the user)

I agree that this would be very laborious for a user for what is a relatively common error metric.

I also want to add that it would be nice to compute error metrics which are pooled over multiple time series. For example the normalised deviation and normalised RMSE. See the definitions here:

https://arxiv.org/pdf/1704.04110.pdf
image

These metrics are recommended in this review paper: https://link.springer.com/article/10.1007/s10618-022-00894-5

So it would be nice to be able to compute them.

Thank you!
Kishan

from skforecast.

JavierEscobarOrtiz avatar JavierEscobarOrtiz commented on May 24, 2024

Hello @KishManani

Thanks for opening the issue! It is a great point to give the users more flexibility.

I wonder if you will be able to do this using a ForecasterEquivalentDate + a backtesting with a custom metric 🤔 (But it is true that this is more labor-intensive for the user)

What do you think @JoaquinAmatRodrigo ?

https://skforecast.org/latest/user_guides/forecasting-baseline

https://skforecast.org/latest/user_guides/backtesting#backtesting-with-custom-metric

from skforecast.

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