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issue-label-bot avatar issue-label-bot commented on May 25, 2024

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pat-s avatar pat-s commented on May 25, 2024

I don't see how the methodology in the links relate to this package.

Filling gaps in time series data is a preprocessing task and hence should be covered as a pipelines (mlr3pipelines). Maybe it fits into {mlr3forecasting} but I've really just taken a coarse look.

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pat-s avatar pat-s commented on May 25, 2024

@mohammadreza-sheykhmousa Is there a reason why you almost never reply to my replies? Just wondering. Closing here then.

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mohammadreza-sheykhmousa avatar mohammadreza-sheykhmousa commented on May 25, 2024

Dear @pat-s I am sorry for the late reply and inconvenience I might caused. No there is no reason to that and actually I am very much fund of you guys at mlr3. Just two past weeks I was/am terribly busy with this gap filling approach for time series data for 20 years Landsat imagery for the whole eu.

  • I do agree mlr3pipelines is a better fit. and I'll raise the issue there.
  • Technically speaking there are some existing approaches for gap filling data and specially for a huge stack of satellite imagery data as:
    • linear approaches like mean (which is pretty lame approach)
    • repeat last seen observation
    • etc.
      but a robust method for such a challenge is missing. That is why I asked about develop/adopting an approach to address the challenge.

Best, Mo

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