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 2 months ago
cpp
4.68 score 5 stars 16 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 3 months ago
intelligibilityinterpretable-machine-learninginterpretable-mlmachine-learningmlrandom-forestcpp
4.06 score 4 stars 38 scripts