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SHAP Functional Decomposition

Code and materials to reproduce manuscript "Unifying local and global model explanations by functional decomposition of low dimensional structures"

Files and directories included:

  • bike_example: Directory containing code to reproduce bike example (Fig.3)
  • feature_removal: Directory containing code to reproduce feature removal example (Fig.5)
  • shapdecomp: R package implementing decomposition
  • simple_example: Directory containing code to reproduce simple example (Fig.1)
  • variable_importance: Directory containing code to reproduce variable importance example (Fig.4)

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