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This pull request adds an optional parameter
feature_names_to_varyto thecreate_counterfactualfunction in mlxtend.With this feature, users can freeze certain features while generating
counterfactual explanations, allowing only selected features to vary during
optimization. This is useful for cases where some features are immutable
or should remain constant for practical or ethical reasons.
Changes include:
feature_names_to_varyparameter (list of indices or boolean mask)Tested locally with a small example to ensure the function respects frozen
features and outputs valid counterfactuals.
This is an experimental feature and feedback is welcome.