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Update permutation feature importance to consider feature correlation

Open zyteka opened this issue 2 years ago • 0 comments

Permutation feature importance, currently implemented by PermutationFeatureImportance explainers, assumes fully independent features, which is often not the case. Its accuracy can be improved by permuting correlated features together (see sklearn's guide on PFI here).

zyteka avatar Feb 13 '23 14:02 zyteka