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Regression Example Explanation

ExampleExplanation for regression.

ExtraTreesRegressorExplained

Bases: ExplanationMixin, ExtraTreesRegressor

ExplanationExample ExtraTreesRegressor

Extends ExtraTreesRegressor with methods for generating interpretable instance-level explanations.

Source code in woodtapper/example_sampling/regression_explanation.py 
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class ExtraTreesRegressorExplained(ExplanationMixin, ExtraTreesRegressor):
    """ExplanationExample ExtraTreesRegressor

    Extends ExtraTreesRegressor with methods for generating interpretable
    instance-level explanations.
    """

GradientBoostingRegressorExplained

Bases: ExplanationMixin, GradientBoostingRegressor

ExplanationExample GradientBoostingRegressor

Extends GradientBoostingRegressor with methods for generating interpretable instance-level explanations.

Source code in woodtapper/example_sampling/regression_explanation.py 
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class GradientBoostingRegressorExplained(ExplanationMixin, GradientBoostingRegressor):
    """ExplanationExample GradientBoostingRegressor

    Extends GradientBoostingRegressor with methods for generating interpretable
    instance-level explanations.
    """

RandomForestRegressorExplained

Bases: ExplanationMixin, RandomForestRegressor

ExplanationExample RandomForestRegressor

Extends RandomForestRegressor with methods for generating interpretable instance-level explanations.

Source code in woodtapper/example_sampling/regression_explanation.py 
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class RandomForestRegressorExplained(ExplanationMixin, RandomForestRegressor):
    """ExplanationExample RandomForestRegressor

    Extends RandomForestRegressor with methods for generating interpretable
    instance-level explanations.
    """