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Add LIME to local feature contributions

Open zyteka opened this issue 2 years ago • 0 comments

For this issue we will add a LIME algorithm option for local feature contributions

This involves the following steps:

  1. Add the lime package to the poetry project (poetry add lime)
  2. Add lime_feature_contribution.py to explainers/lfc. Follow the documentation for lime and the example of shap_feature_contribution.py to write the produce_explanation(x_orig) (and fit() if needed)
  3. Add lime to the possible e_algorithm list in local_feature_contribution.LocalFeatureContribution
  4. Write unit tests
  5. Add the lime explainer to documentation

zyteka avatar Sep 28 '23 12:09 zyteka