Shapley Value Python Packages

xper

A methodology designed to measure the contribution of the features to the predictive performance of any econometric or machine learning model.

dominance-analysis

This package can be used for dominance analysis or Shapley Value Regression for finding relative importance of predictors on given dataset. This library can be used for key driver analysis or marginal resource allocation models.

shapley-value-regression

A simple library to calculate Shapley values for regression models using pandas and scikit-learn.

mllm-shap

Implementation of Shapley Values for Multi Modal Large Language Models. Bachelor for Data Science studies at Warsaw University of Technology

pydvl

pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation

datatypical

Scientific Data Significance Rankings with Shapley Explanations

shapley

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

msapy

Multi-perturbation Shapley value Analysis (MSA)

shapley-value

A comprehensive Python package for calculating Shapley values in cooperative game theory.

tucoopy

Python library for TU cooperative game theory: Shapley, Banzhaf, core, nucleolus, kernel, Weber set, and geometric tools for visualization.

svfl

A pip library for calculating the Shapley Value for computing the marginal contribution of each client in a Federated Learning environment.