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Add plots for SHAP interactions #6

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mayer79 opened this issue Jun 21, 2022 · 4 comments
Closed

Add plots for SHAP interactions #6

mayer79 opened this issue Jun 21, 2022 · 4 comments
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enhancement New feature or request question Further information is requested

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@mayer79
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mayer79 commented Jun 21, 2022

XGBoost and treeshap package are able to provide SHAP values for pairwise interactions. The following plots could be considered:

It would be nice to see some useful plots for these. An idea would be to show

  • waterfall, force, importance plots where one could see which part comes from the main effect an which from the strongest few pairwise interactions.
  • Dependence plots maybe like SHAP package in Python?
@mayer79 mayer79 added enhancement New feature or request question Further information is requested labels Jun 21, 2022
@mayer79
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mayer79 commented Jan 29, 2023

Here some links:

https://h1ros.github.io/posts/explain-the-interaction-values-by-shap/ or https://towardsdatascience.com/analysing-interactions-with-shap-8c4a2bc11c2a

@mayer79
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mayer79 commented Jan 30, 2023 •
edited

Initial support (API, dependence plots, collapse logic) adressed in #48

@mayer79 mayer79 mentioned this issue Jan 30, 2023
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@mayer79 mayer79 removed the long-term label Jan 31, 2023
@mayer79
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mayer79 commented Jan 31, 2023

Still to do: importance plots for interactions

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mayer79 commented Feb 3, 2023

Added interaction beeswarm plots in #51

@mayer79 mayer79 closed this as completed Feb 3, 2023
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