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Can I use TimeSeries prediction with Vec<R4, N> input data? #1818

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NektoDron opened this issue Dec 4, 2018 · 7 comments
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Can I use TimeSeries prediction with Vec<R4, N> input data? #1818

NektoDron opened this issue Dec 4, 2018 · 7 comments
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enhancement New feature or request

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@NektoDron
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Is it possible in the future?
Now it makes an exception "The feature column has type 'Vec<R4, 3>', but must be a float."

@codemzs
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codemzs commented Dec 4, 2018

Are you wanting multi variate time series?

@NektoDron
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Yes. Also I wait for time series with next value prediction.

@singlis
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singlis commented Dec 4, 2018

Hello-
Thank you for bringing this up. The multivariate time series is not supported at this time, however it is something that we are tracking here:
#1696

@Zruty0
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Zruty0 commented Dec 6, 2018

@NektoDron , predicting the next value is not something we have on the immediate plans. However, you can simulate these 'auto-regression' models by taking a sliding window of the original time series and training a regression model to predict the next value in the series.

Of course care should be taken to make sure seasonality and trends are captured properly, but I think this is a well-known area of research.

@NektoDron
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@Zruty0 , I've tried to do this. But it's too slow, because I should always retrain many models to simulate how prediction works on the history data.

@sfilipi sfilipi added the enhancement New feature or request label Dec 7, 2018
@shauheen
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shauheen commented Jan 8, 2019

@zeahmed can you please provide a sample.

@codemzs
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codemzs commented Jun 30, 2019

multi-variate time series is on the roadmap but in the meantime refer to samples herehttps://github.com/dotnet/machinelearning/tree/master/docs/samples/Microsoft.ML.Samples/Dynamic

@codemzs codemzs closed this as completed Jun 30, 2019
@ghost ghost locked as resolved and limited conversation to collaborators Mar 26, 2022
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7 participants