wildboar.explain.counterfactual._nn#

Module Contents#

Classes#

KNeighborsCounterfactual

Fit a counterfactual explainer to a k-nearest neighbors classifier
class wildboar.explain.counterfactual._nn.KNeighborsCounterfactual(random_state=None)[source]#

Bases: wildboar.base.CounterfactualMixin, wildboar.base.ExplainerMixin, wildboar.base.BaseEstimator

Fit a counterfactual explainer to a k-nearest neighbors classifier

explainer_[source]#

The explainer for each label

Type:

dict

References

Karlsson, I., Rebane, J., Papapetrou, P., & Gionis, A. (2020).

Locally and globally explainable time series tweaking. Knowledge and Information Systems, 62(5), 1671-1700.

explain(x, y)[source]#
fit(estimator, x=None, y=None)[source]#