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Shapley values#335

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Alex6022 wants to merge 13 commits intoemdgroup:mainemdgroup/baybe:mainfrom Alex6022:feature/feature_importanceAlex6022/baybe:feature/feature_importanceCopy head branch name to clipboard

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Commits on Jul 23, 2024

• 1st commit in new branch

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  887195e

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• First implementation of shap feature importance on campaign class level

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  c5b2e6e

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• Merge branch 'emdgroup:main' into feature/feature_importance

  Alex6022

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  bc4783b

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• SHAP feature importance function now uses the eval function within BayBE to generalize with different surrogates.

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• Merge branch 'feature/feature_importance' of https://github.com/Alex6022/baybe into feature/feature_importance

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Commits on Jul 24, 2024

• SHAP feature importance ranking now compatible with hybrid spaces

  Alex6022

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  07af121

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• Fixed bug with SHAP plot function

  Alex6022

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Commits on Jul 29, 2024

• Changed SHAP feature implementation to include results in report during simulations instead of plotting them.

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Commits on Jul 30, 2024

• Merge branch 'emdgroup:main' into feature/feature_importance

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Commits on Jul 31, 2024

• Added exception handling for SHAP analysis in case of exceeded memory requirements.

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Commits on Aug 5, 2024

• Refactored shap api and added previously calculated values as campaign attribute.

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  0906199

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• Merge current branch 'main' of https://github.com/emdgroup/baybe into feature/feature_importance

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  d9ffa74

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• Deleted unnecessary files for pull request

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