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A Python library for global and regional effects

Project description

Effector

Documenation | Global Effect | Regional Effect | API | Tutorials

Effector is a python package for global and regional effect analysis.


using effector


Installation

Effector is compatible with Python 3.7+. We recommend to first create a virtual environment with conda:

conda create -n effector python=3.11
conda activate effector

and then install Effector via pip:

pip install effector

If you want to also run the Tutorial notebooks, add some more dependencies to the environment:

pip install -r requirements-dev.txt

Methods and Publications

Methods

Effector implements the following methods:

Method Global Effect Regional Effect Paper
PDP PDP RegionalPDP PDP, ICE, GAGDET-PD
d-PDP DerPDP RegionalDerPDP d-PDP, d-ICE
ALE ALE RegionalALE ALE, GAGDET-ALE
RHALE RHALE RegionalRHALE RHALE, DALE
SHAP-DP ShapDP RegionalShapDP SHAP, GAGDET-DP

Project details


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