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mmschlk / shapiq

Shapley Interactions for Machine Learning
https://shapiq.readthedocs.io
MIT License
180 stars 11 forks source link

Network plot for top-N features #240

Open AsyaOrlova opened 2 weeks ago

AsyaOrlova commented 2 weeks ago

Is it possible to create a network plot only for top-N features in the dataset? When there are a lot of features (ex. 200), the plot starts being noisy. Thank you!

mmschlk commented 3 days ago

Yes this should be possible! However, @AsyaOrlova, could you be a bit more specific what should be selected and on what grounds?As I understand it, you would like to select a lower number of features to put onto the circle, right? Would it be a solution to create a „test“ feature that will include all other interactions? Or would you rather remove all features that make up only a fraction (let’s say < 5%) of all the interactions?

Thanks for your interest! 😊