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feat(features): tree-based feature importance (MDI/MDA/SFI)#28

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hamid-arian merged 1 commit into
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feat/julia-feature-importance-trees
Jun 19, 2026
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feat(features): tree-based feature importance (MDI/MDA/SFI)#28
hamid-arian merged 1 commit into
mainfrom
feat/julia-feature-importance-trees

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Adds DecisionTree.jl and ports feature_importance_mdi (per-tree impurity), feature_importance_mda (permuted neg-log-loss over shuffled K-Fold), feature_importance_sfi (single-feature CV), and a native get_test_dataset. Behavioural (RF backend differs from scikit-learn); validated structurally (informative features outrank noise). Sample weights dropped (backend limitation). Clustered MDI/MDA follow.

@hamid-arian hamid-arian merged commit 7473029 into main Jun 19, 2026
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@hamid-arian hamid-arian deleted the feat/julia-feature-importance-trees branch June 19, 2026 23:39
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