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Implicit positive and negative feedback

Open sdaza opened this issue 2 years ago • 2 comments

Hello, Thanks for the great package!

I am new to recommendation systems, and I wonder how could I model and specify negative implicit feedback using LightFM:

  • In my problem, customers receive personalized products every number of months; they can keep products they like (purchase) and return the ones don't want (negative feedback)
  • The rest will be just missing data (unknown products for customers)

For now, I am just removed from each customer recommendation list previously sent products that were not purchased. There may be better ways to include implicit negative information in the model, but I don't know if that is possible.

Thanks!

sdaza avatar May 17 '22 15:05 sdaza

When creating your interaction matrix, you can use a negative value for returned items, zero for neutral and a positive value for purchased items as your rating column.

ehsanmeisami avatar May 23 '22 12:05 ehsanmeisami

Got it, thanks. I will try with a mock example to check how it goes.

sdaza avatar May 23 '22 12:05 sdaza