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shapiq v1.0.0 (2024-06-04)

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@hbaniecki hbaniecki released this 04 Jun 14:30
· 96 commits to main since this release

Major release of the shapiq Python package including (among others):

  • approximator module implements over 10 approximators of Shapley values and interaction indices.
  • exact module implements a computer for over 10 game theoretic concepts like interaction indices or generalized values.
  • games module implements over 10 application benchmarks for the approximators.
  • explainer module includes a TabularExplainer and TreeExplainer for any-order feature interactions of machine learning model predictions.
  • interaction_values module implements a data class to store and analyze interaction values.
  • plot module allows visualizing interaction values.
  • datasets module loads datasets for testing and examples.

Documentation of shapiq with tutorials and API reference is available at https://shapiq.readthedocs.io