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glex - Global Explanations for Tree-Based Models
Global explanations for tree-based models by decomposing regression or classification functions into the sum of main components and interaction components of arbitrary order. Calculates SHAP values and q-interaction SHAP for all values of q for tree-based models such as xgboost.
Last updated
cpp
5.00 score 7 stars 32 scriptsrandomPlantedForest - Random Planted Forest: A Directly Interpretable Tree Ensemble
An implementation of the Random Planted Forest algorithm for directly interpretable tree ensembles based on a functional ANOVA decomposition.
Last updated
intelligibilityinterpretable-machine-learninginterpretable-mlmachine-learningmlrandom-forestcpp
3.75 score 5 stars 45 scripts