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FFT 2d forecasting #2356

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AlexLazarovich opened this issue Apr 28, 2024 · 1 comment
Open

FFT 2d forecasting #2356

AlexLazarovich opened this issue Apr 28, 2024 · 1 comment
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@AlexLazarovich
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Is it possible to use the FFT forecasting model with matrices, for example forecasting image continuation?

@madtoinou madtoinou added the question Further information is requested label Apr 29, 2024
@madtoinou
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Hi @AlexLazarovich,

If you come up with a nice way to flatten (and then reshape back) your matrix/image into TimeSeries components, it should be possible? However, due to considerable dimensions increase, the training will definitely take much more time. Using input_chunk_length>1 will allow you to intake several images in the past, and output_chunk_length>1 to forecast several images into the future. The covariates could probably still be used.

I don't think that any of the model in Darts was implemented with such use-case in mind but I am very curious to see if you can make it work.

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