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Support for Explainable Boosting Machine

Open KalinNonchev opened this issue 1 year ago • 2 comments

Hello,

thank you for the package. Would you also offer support for Explainable Boosting Machine from InterpretML? It is similar to Gradient Boosting Machine of sklearn.

Thank you in advance!

Best,

KalinNonchev avatar Oct 06 '22 09:10 KalinNonchev

I don't believe I would personally find time to implement that very soon. I am not familiar with the EBM model currently but looking into implementation I can't immediately tell how complex it is to translate it into a SK expression (from a quick glance it seems the logic is more complicated than what one would expect from a straightforward boosting model).

konstantint avatar Oct 06 '22 15:10 konstantint

Our docs have a simplified replica of the predict function that might be useful.

https://interpret.ml/docs/ebm-internals-regression.html

paulbkoch avatar Apr 16 '23 08:04 paulbkoch