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Use labels as features?

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Brian Yee
2017-06-23
2017-06-23
  • Brian Yee

    Brian Yee - 2017-06-23

    In an ecommerce use case, let's say product clicked=1, add to cart=2, purchased=3 are my labels. Does it make sense to also use those as features? Or does it not matter? I also have many other features such as bm25, price, fast delivery, star rating, etc.

     
  • Lemur Project

    Lemur Project - 2017-06-23

    I can't say I've seen the labels as being used as features before, although how you are defining them seem to be useful as features.

    But using a label value as a feature to predict label value seems a bit problematic.

    The other feature candidates you mention seem perfectly valid as predictors, and I'd definitely make use of them.

    I don't think I'd use the labels as features, but you can certainly try them to see how the resulting models fare against validation and test data.

    SMH

     

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