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

Related tags

Overview

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

Installation

Main dependencies

Owner

Antonio Sutera

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Pytorch code for "Text-Independent Speaker Verification Using 3D Convolutional Neural Networks".

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

Related tags

Overview

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

Installation

Main dependencies

Owner

Antonio Sutera

Objax Apache-2Objax (🥉19 · ⭐ 580) - Objax is a machine learning framework that provides an Object.. Apache-2 jax

Weakly- and Semi-Supervised Panoptic Segmentation (ECCV18)

Improving Transferability of Representations via Augmentation-Aware Self-Supervision

ICCV2021 Oral SA-ConvONet: Sign-Agnostic Optimization of Convolutional Occupancy Networks

PPLNN is a Primitive Library for Neural Network is a high-performance deep-learning inference engine for efficient AI inferencing

potpourri3d - An invigorating blend of 3D geometry tools in Python.

Exporter for Storage Area Network (SAN)

[CVPR'2020] DeepDeform: Learning Non-rigid RGB-D Reconstruction with Semi-supervised Data

Hydra: an Extensible Fuzzing Framework for Finding Semantic Bugs in File Systems

Pytorch code for "Text-Independent Speaker Verification Using 3D Convolutional Neural Networks".

TensorFlow implementation of "Attention is all you need (Transformer)"

The implementation of "Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer"

Multi Task Vision and Language

Human Action Controller - A human action controller running on different platforms.

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[peer review] An Arbitrary Scale Super-Resolution Approach for 3D MR Images using Implicit Neural Representation

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