ARIMAX and Optimization Operator for both feature selection and parameters

knnbayaz
knnbayaz New Altair Community Member
edited November 2024 in Community Q&A
Hi

ARIMAX (Auto Regressive Integrated Moving Average with Exogeneous Input) algorithm will be very good i think. It is ver usefull  for time series forecasting. And optimization algorithm can handle both feature selection and parameter optimization. Optimization algorithm optimize feature selection and parameter optimization at the same time. Maybe this is available in rapidminer but i don' know if there is
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Answers

  • MariusHelf
    MariusHelf New Altair Community Member
    As far as I know ARIMAX is not yet implemented for RapidMiner. I will propose it as part of the rework of our series extension, but I can't give you any time estimates or even say if it will be accepted at all.

    Best regards,
    Marius
  • knnbayaz
    knnbayaz New Altair Community Member
    Thanks Marius

    I want to know if rapidminer team are planning an optimization tool which optimize feature selection and parameter optimization concurrently. The article in the data mining literature show us this kind of tools are very succesful. To my knowledge, rapidminer can not optimize feature selection and parameter optimization concurrently.
  • MariusHelf
    MariusHelf New Altair Community Member
    Heya,

    you can simply put the feature optimization operator inside of the parameter optimization operator or vice versa. That way you get a cascade which optimizes features and parameters at the same time.

    Best, Marius
  • Vaibhav557
    Vaibhav557 New Altair Community Member
    you can use multivariate forecast using regression.

    www.google.com