Class SampledShapleyAttribution (1.157.0)

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SampledShapleyAttribution(mapping=None, *, ignore_unknown_fields=False, **kwargs)

An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.

Attribute
Name	Description
path_count	int Required. The number of feature permutations to consider when approximating the Shapley values. Valid range of its value is [1, 50], inclusively.

Methods

SampledShapleyAttribution

SampledShapleyAttribution(mapping=None, *, ignore_unknown_fields=False, **kwargs)

An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.