Repository for the paper "From global to local MDI variable importances for random forests and when they are Shapley values"

Last update: Feb 23, 2022

Related tags

Deep Learning Local-MDI-importance

Overview

From global to local MDI variable importances for random forests and when they are Shapley values

Antonio Sutera ([email protected])
Gilles Louppe
Vân Anh Huynh-Thu
Louis Wehenkel
Pierre Geurts

Installation

To install the package LocalMDI_cy

python setuplocalmdi.py build_ext --inplace

Main dependencies

Scikit-Learn (pip install -U scikit-learn or link: https://scikit-learn.org/)
treeinterpreter (pip install treeinterpreter or link: https://pypi.org/project/treeinterpreter/)
shap (pip install shap or link: https://shap.readthedocs.io/en/latest/)
sage (link: https://github.com/iancovert/sage/ or download https://github.com/iancovert/sage/archive/master.zip, then pip install . in downloaded folder)

License: BSD 3 clause

Contact: Antonio Sutera

Owner

Antonio Sutera

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