midlearn.MIDShapley

class midlearn.MIDShapley(estimator: MIDRegressor | MIDExplainer, data: pd.DataFrame)[source]

MID-derived Shapley values.

This object is returned by the MIDRegressor.shapley() method and holds a shap.Explanation object internally.

__init__(estimator: MIDRegressor | MIDExplainer, data: pd.DataFrame)[source]

Initialize the MIDShapley object.

Parameters:

  • estimator (MIDRegressor or MIDExplainer) – The fitted MID model instance from which to calculate MID-derived Shapley values.

  • data (pd.DataFrame) – Data used to derive predictions.

Methods

__init__(estimator, data)

Initialize the MIDShapley object.

plot([style, instances, variables])

Visualize the calculated SHAP Explanation object with the shap library.