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feat: SHAP values for binary classification [target: r2025.0]

Open ahuber21 opened this issue 2 years ago • 4 comments

Description

Enable calculation of SHAP values for binary classification models

Changes proposed in this pull request:

  • Allocate result similar to GBT regression
  • Rely on GBT regression SHAP dispatching, analogous to calculation of probabilities
  • Correctness is tested in a matching update in sklearnex, where we compare against SHAP values from XGBoost

ToDos:

  • [ ] Potentially add version checks, depending on CI results

ahuber21 avatar Jan 19 '24 10:01 ahuber21

/intelci: run

ahuber21 avatar Jan 24 '24 09:01 ahuber21

There is no way around the API-breaking change. I will finish the work as much as possible, but merging needs to be postponed to a major release.

ahuber21 avatar Feb 15 '24 11:02 ahuber21

/intelci: run

ahuber21 avatar Feb 16 '24 09:02 ahuber21

/intelci: run

icfaust avatar Jun 25 '24 21:06 icfaust

/intelci: run

icfaust avatar Aug 27 '24 11:08 icfaust

/intelci: run

icfaust avatar Sep 04 '24 20:09 icfaust