Shap interaction plots

Question

I am applying SHAP on XGBoost regressor. I am trying to plot the interaction effects. But the summary plot is displaying only few variables. What to do in case of more than 10 variables?

I tried using "shap.summary_plot(shap_interaction_values, X)" but this is showing only 6 variables whereas I want it to show all the variables in the model which is 16.

Check out docs, you'll find answer to your question there – Sergey Bushmanov Dec 03 '22 at 04:53 — Sergey Bushmanov, Dec 03 '22 at 04:53

score 0 · Answer 1 · answered Dec 05 '22 at 12:41

0

Have you tried using the max_display parameter yet?

Documentation: https://shap-lrjball.readthedocs.io/en/latest/generated/shap.summary_plot.html

For example:

shap.summary_plot(shap_interaction_values, X, max_display=20)

answered Dec 05 '22 at 12:41

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Shap interaction plots

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