shapley-value

Here are 87 public repositories matching this topic...

benedekrozemberczki / shapley

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

classifier machine-learning deep-learning random-forest ensemble ensemble-learning game-theory voting-classifier random-forest-classifier explainable-ai explainable-ml weighted-voting-games shapley owen shapley-value game-theory-toolbox voting-game

Updated Jul 1, 2023
Python

dominance-analysis / dominance-analysis

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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.

feature-selection logistic-regression feature-engineering regression-models predictor multiple-regression feature-importance classification-model relative-importance dominance-analysis r-square shapley-value keydrivers dominance dominance-statistics predictor-importance pseudo-r-square

Updated Aug 17, 2023
Python

AstraZeneca / awesome-shapley-value

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Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

data-science machine-learning deep-learning artificial-intelligence lime explainable-artificial-intelligence explainable-ai explainable-ml xai shapley shap explainability shapley-decomposition explainable shapley-value shapley-q-value shapley-additive-explanations owen-value

Updated Aug 8, 2022

aai-institute / pyDVL

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

machine-learning game-theory data-cleaning data-quality banzhaf-index influence-functions robust-machine-learning shapley-value data-valuation data-centric-ai transferlab least-core data-pruning

Updated Dec 23, 2024
Python

nredell / ShapML.jl

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A Julia package for interpretable machine learning with stochastic Shapley values

julia feature-importance shapley interpretable-machine-learning iml shap shapley-value stochastic-shapley-values

Updated May 6, 2024
Julia

ModelOriented / shapviz

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SHAP Plots in R

visualization machine-learning rstats explainable-ai xai shap shapley-value

Updated Dec 13, 2024
R

ModelOriented / treeshap

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Compute SHAP values for your tree-based models using the TreeSHAP algorithm

machine-learning interpretability explainable-artificial-intelligence explainable-ai xai interpretable-machine-learning iml shap explainability shapley-value responsible-ml explanatory-model-analysis

Updated Jul 25, 2024
R

nredell / shapFlex

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An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model

package machine-learning r ensemble r-package causality causal-inference feature-importance causal-networks shapley interpretable-machine-learning iml shap shapley-value shapley-values

Updated Jun 9, 2020
R

hsvgbkhgbv / shapley-q-learning

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This repo is the implementation of paper ''SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning''.

q-learning interpretability multiagent-reinforcement-learning starcraft2 marl shapley-value

Updated Dec 4, 2023
Python

himeinhardt / MatTuGames

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A Matlab Toolbox for Cooperative Game Theory

kernel optimization parallel-computing linear-programming game-theory matlab-functions matlab-toolbox convex-programming game-theory-algorithms shapley-decomposition shapley-value game-theory-toolbox cooperative-games solution-concepts game-properties nucleolus pre-kernel modiclus conic-optimization

Updated Aug 17, 2023
MATLAB

easeml / datascope

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Measuring data importance over ML pipelines using the Shapley value.

machine-learning data-debugging shapley-value

Updated Oct 28, 2024
Python

akassharjun / ShapleyValueFL

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

machine-learning game-theory federated-learning shapley-value incentive-mechanism

Updated Dec 10, 2023
Python

ajsanjoaquin / Shapley_Valuation

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PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]

machine-learning pytorch game-theory deeplearning fairness training-data interpretable-deep-learning explainable-ai interpretable-machine-learning fairness-ai pytorch-implementation fairness-ml shapley-value training-data-curation data-valuation

Updated Jan 21, 2022
Python

BUAA-BDA / FedShapley

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Profit Allocation for Federated Learning

federated-learning shapley-value

Updated Apr 27, 2020
Python

kuffmode / msa

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Hopefully, a compact and general-purpose Python package for Multiperturbation Shapley value Analysis (MSA).

python artificial-neural-networks causality gametheory shapley-value brainmapping

Updated Jun 19, 2024
Python

hi-paris / XPER

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

machine-learning performance-metrics interpretability shap explainability shapley-value

Updated Nov 28, 2024
Python

ailab-kyunghee / WWW

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This is the official source code for CVPR 2024 paper [WWW: A Unified Framework for Explaining What, Where and Why of Neural Networks by Interpretation of Neuron Concepts]

uncertainty-estimation interpretability explainable-ai shapley-value