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Update a Sentiment Analysis Model

ang30ang30 Member Posts: 1 Learner II
edited September 2019 in Help

Hi,

 

I built a sentiment analysis model by using 1000 sampling data.

Now, I have additional 1000 examples, and I would like to update the model.

 

I know that I can input those 2000 example records and train the model again.

However, it is not efficient to do so.

 

Is there any method to update the trained model by new sampling?

Thanks!

 

Tagged:

Answers

  • lionelderkrikorlionelderkrikor RapidMiner Certified Analyst, Member Posts: 1,195 Unicorn

    Hi @ang30,

     

    I propose you the following solution : 

    Is this new process more efficient ? 

    Regards,

     

    Lionel

     

    Update_model.png

     

  • sgenzersgenzer Administrator, Moderator, Employee-RapidMiner, RapidMiner Certified Analyst, Community Manager, Member, University Professor, PM Moderator Posts: 2,959 Community Manager

    huh - been using RapidMiner for five years and have never seen "Update Model". Thank you @lionelderkrikor. Learn something every day!


    Scott

     

  • lionelderkrikorlionelderkrikor RapidMiner Certified Analyst, Member Posts: 1,195 Unicorn

    Hi,

     

    You're welcome @sgenzer. Chance would have it : I discovered this operator yesterday .......

     

    Regards,

     

    Lionel

  • Thomas_OttThomas_Ott RapidMiner Certified Analyst, RapidMiner Certified Expert, Member Posts: 1,761 Unicorn

    Just one caveat with it, it will only work if the model generate can be updatable. The Deep Learning algo is not updatable whereas Naive Bayes is.

  • Telcontar120Telcontar120 RapidMiner Certified Analyst, RapidMiner Certified Expert, Member Posts: 1,635 Unicorn

    Exactly, it's a nice option in theory, but unfortunately most popular algorithms don't work with it: decision trees (and their variants), linear and logistic regression, neural nets, SVMs, k-NN, etc., are all not updatable.  In fact, Naive Bayes is about the only common one I can think of that is!

    Brian T.
    Lindon Ventures 
    Data Science Consulting from Certified RapidMiner Experts
  • charlycharly Member Posts: 6 Learner II
    helo dears ,, whats the new about this  ( update model ) in rapid miner ??
     
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