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Auto Model one hot encoding

Chemical_engChemical_eng Member Posts: 16 Contributor II
in Help
Hello, I am using automodel in rapid miner studio. The problem I have is that I have a categorical variable, therefore one hot encoding is needed. However, the number of categories is more than 50 , what can I do so the algorithm takes it into consideration and does not ignore it 
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Answers

  • MartinLiebigMartinLiebig Administrator, Moderator, Employee-RapidMiner, RapidMiner Certified Analyst, RapidMiner Certified Expert, University Professor Posts: 3,533 RM Data Scientist
    Hi,
    you can use the operator Replace Rare to replace Rare values with OTHER.
    BR,
    Martin
    - Sr. Director Data Solutions, Altair RapidMiner -
    Dortmund, Germany
  • MartinLiebigMartinLiebig Administrator, Moderator, Employee-RapidMiner, RapidMiner Certified Analyst, RapidMiner Certified Expert, University Professor Posts: 3,533 RM Data Scientist
    Oh, alternatively you can use Target Encoding of course.
    - Sr. Director Data Solutions, Altair RapidMiner -
    Dortmund, Germany
  • Chemical_engChemical_eng Member Posts: 16 Contributor II
    Hi , thanks, I was using auto model in studio , I guess for this I need to export it into a process, where in the process I would need to add this ? thanks 
  • MartinLiebigMartinLiebig Administrator, Moderator, Employee-RapidMiner, RapidMiner Certified Analyst, RapidMiner Certified Expert, University Professor Posts: 3,533 RM Data Scientist
    Hi,
    yes, or just do it up front with a small prep process. Please shoot me or Vlad an e-mail if you want to do this together with us.

    BR,
    Martin
    - Sr. Director Data Solutions, Altair RapidMiner -
    Dortmund, Germany
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