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shap.KernelExplainer wrapper and ModelSurvSHAP interface changes #15

Merged
merged 13 commits into from
Jun 29, 2023
Merged

shap.KernelExplainer wrapper and ModelSurvSHAP interface changes #15

merged 13 commits into from
Jun 29, 2023

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krzyzinskim
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@krzyzinskim krzyzinskim commented Feb 11, 2023 •
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Changes:

  • Separating background dataset from data to explain in ModelSurvSHAP (new optional parameter new_observations).
  • Added wrapper for shap.KernelExplainer for both local and global explanations.

NOTE: for tested examples our internal KernelSHAP implementation is faster than using shap.KernelExplainer but it was worth a try

@krzyzinskim krzyzinskim changed the title Add wrapper for shap.KernelExplainer for local and global explanations shap.KernelExplainer wrapper and ModelSurvSHAP interface changes Feb 11, 2023
@krzyzinskim krzyzinskim mentioned this pull request Feb 11, 2023
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@krzyzinskim krzyzinskim merged commit b7e05ef into main Jun 29, 2023
@krzyzinskim krzyzinskim deleted the kernelshap_adjustments branch October 24, 2023 20:37
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