Documenation | Global Effect | Regional Effect | API | Tutorials
Effector
is a python package for global and regional effect analysis.
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
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 |