shapley-value

There are 2 repositories under shapley-value topic.

shapley
benedekrozemberczki / shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
shapley shapley-value owen voting-classifier machine-learning classifier random-forest random-forest-classifier explainable-ml explainable-ai ensemble ensemble-learning deep-learning voting-game game-theory game-theory-toolbox weighted-voting-games
Language:Python 211
dominance-analysis / 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.
dominance-analysis relative-importance keydrivers shapley-value regression-models logistic-regression dominance predictor multiple-regression classification-model dominance-statistics feature-engineering feature-selection feature-importance predictor-importance r-square pseudo-r-square
Language:Python 146
awesome-shapley-value
AstraZeneca / awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
artificial-intelligence deep-learning machine-learning shapley shapley-additive-explanations shapley-value xai data-science explainability explainable lime shap explainable-ai explainable-artificial-intelligence explainable-ml shapley-decomposition shapley-q-value owen-value
133
aai-institute / pyDVL
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
data-valuation shapley-value machine-learning transferlab least-core influence-functions game-theory data-quality robust-machine-learning data-centric-ai banzhaf-index data-cleaning data-pruning
Language:Python 82
ShapML.jl
nredell / ShapML.jl
A Julia package for interpretable machine learning with stochastic Shapley values
shap shapley-value iml interpretable-machine-learning feature-importance julia stochastic-shapley-values shapley
Language:Julia 80
ModelOriented / treeshap
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
explainability explainable-ai explainable-artificial-intelligence explanatory-model-analysis iml interpretability interpretable-machine-learning machine-learning responsible-ml shap shapley-value xai
Language:R 75
shapFlex
nredell / shapFlex
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
shapley shapley-value ensemble machine-learning package r feature-importance shapley-values iml interpretable-machine-learning r-package shap causality causal-inference causal-networks
Language:R 70
ModelOriented / shapviz
R package for SHAP plots
explainable-ai machine-learning rstats shap visualization xai shapley-value
Language:R 66
hsvgbkhgbv / shapley-q-learning
This repo is the implementation of paper ''SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning''.
multiagent-reinforcement-learning marl starcraft2 q-learning shapley-value interpretability
Language:Python 37
easeml / datascope
Measuring data importance over ML pipelines using the Shapley value.
data-debugging machine-learning shapley-value
Language:Python 34
himeinhardt / MatTuGames
A Matlab Toolbox for Cooperative Game Theory
matlab-toolbox game-theory-toolbox game-theory game-theory-algorithms cooperative-games solution-concepts game-properties nucleolus parallel-computing shapley-value shapley-decomposition pre-kernel kernel modiclus optimization linear-programming convex-programming matlab-functions conic-optimization
Language:MATLAB 33
akassharjun / ShapleyValueFL
A pip library for calculating the Shapley Value for computing the marginal contribution of each client in a Federated Learning environment.
federated-learning machine-learning shapley-value game-theory incentive-mechanism
Language:Python 22
BUAA-BDA / FedShapley
Profit Allocation for Federated Learning
federated-learning shapley-value
Language:Python 20
ajsanjoaquin / Shapley_Valuation
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]
interpretable-deep-learning pytorch pytorch-implementation interpretable-machine-learning explainable-ai data-valuation training-data training-data-curation fairness-ml fairness-ai fairness deeplearning machine-learning shapley-value game-theory
Language:Python 17
kuffmode / msa
Hopefully, a compact and general-purpose Python package for Multiperturbation Shapley value Analysis (MSA).
shapley-value gametheory brainmapping causality artificial-neural-networks python
Language:Python 14
jrkinley-zz / game-theory-attribution
Game Theory model for multichannel marketing attribution
game-theory shapley-value data-science marketing
Language:Jupyter Notebook 12
himeinhardt / TuGames
A Mathematica Package for Cooperative Game Theory
mathematica graphical-features game-theory mathlink cooperative-game nucleolus shapley-value matlink vertices game-theory-algorithms pre-kernel kernel parallel-computing modiclus mathematica-package optimization linear-programming convex-programming wolfram-language
Language:Mathematica 11
YongHyun-Ahn / LINe-Out-of-Distribution-Detection-by-Leveraging-Important-Neurons
LINe: Out-of-Distribution Detection by Leveraging Important Neurons (CVPR 2023)
ood-detection shapley-value neuron-contribution
Language:Python 11
hi-paris / XPER
A methodology designed to measure the contribution of the features to the predictive performance of any econometric or machine learning model.
explainability interpretability machine-learning performance-metrics shap shapley-value
Language:Python 10
haghish / shapley
Weighted Shapley Values and Weighted Confidence Intervals for Multiple Machine Learning Models and Stacked Ensembles
machine-learning machine-learning-algorithms shap-analysis shap-values shapely class-imbalance class-imbalance-problem feature-extraction feature-importance feature-selection shap shapley-additive-explanations shapley-decomposition shapley-value shapley-values shapleyvalue weighted-shap weighted-shap-confidence-interval weighted-shapley weighted-shapley-ci
Language:R 9
tsurubee / shappack
Interpretable machine learning based on Shapley values
shapley shapley-value shap xai interpretability explainability interpretable-machine-learning
Language:Python 9
Weixin-Liang / dialog_evaluation_CMADE
Beyond User Self-Reported Likert Scale Ratings: A Comparison Model for Automatic Dialog Evaluation (ACL 2020)
dialog-evaluation dialogue-evaluation shapley-value shapley-values self-supervised-learning dialogue-systems data-shapley
Language:Python 9
Weixin-Liang / HERALD
HERALD: An Annotation Efficient Method to Train User Engagement Predictors in Dialogs (ACL 2021)
dialogue-systems shapley-value shapley-values dialog-evaluation dialogue-evaluation data-shapley
Language:Python 8
clickade / federated-shapley-playground
Playground for testing Horizontal Federated Machine Learning systems using the Shapley Value for profit allocation
machine-learning mnist python pytorch shapley-value
Language:Jupyter Notebook 7
ENSAE-CKW / nlp_understanding
Applying GradCAM method with 3 kinds of CNN-based model for NLP classification task on french dataset.
gradcam gradcam-heatmap gradcam-visualization lime nlp research-project sentiment-classification shapley-value
Language:Python 6
ailab-kyunghee / WWW
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]
explainable-ai interpretability shapley-value uncertainty-estimation
Language:Python 4
fabianmax / pet-finder
Applying ML interpretation methods on the pet-finder Kaggle challenge
r python machine-learning xai interpretable-machine-learning interpretable-deep-learning shapley-value
Language:Jupyter Notebook 4
jluchman / domin
Dominance Analysis: Stata Implementation
dominance-analysis relative-importance relative-weights-analysis shapley-decomposition shapley-value stata
Language:Stata 4
jluchman / domir
Tools to Support Relative Importance Analysis
dominance-analysis shapley-value relative-importance variable-importance
Language:R 4
LLeiSong / itsdm
Purely presence-only species distribution modeling with isolation forest and its variations such as Extended isolation forest and SCiForest.
species-distribution-modelling presence-onlymodel outlier-detection isolation-forest shapley-value
Language:R 4
NBA_Schedule_XGBoost_Classifier
josedv82 / NBA_Schedule_XGBoost_Classifier
Predicting NBA game outcomes using schedule related information. This is an example of supervised learning where a xgboost model was trained with 20 seasons worth of NBA games and uses SHAP values for model explainability.
h2o h2oai nba-analytics nba-stats shap shapley-additive-explanations shapley-value supervised-learning xgboost xgboost-algorithm
Language:Jupyter Notebook 3
LightnessOfBeing / ImpreciseSHAP
Implementation of the algorithm described in the paper "An Imprecise SHAP as a Tool for Explaining the Class Probability Distributions under Limited Training Data"
python shap machine-learning explainable-ai explainable-ml shapley-value shapley-additive-explanations interpretable-machine-learning imprecise-probability
Language:Jupyter Notebook 3
mayer79 / permshap
Permutation SHAP
explainable-ai machine-learning rstats shapley-value xai
Language:R 3
mcavs / Decomposition-of-Expected-Goal-Models
This repository consists the supplemental materials of the paper "Decomposition of Expected Goal Models: Aggregated SHAP Values for Analyzing Scoring Potential of Player/Team".
expected-goals explainable-artificial-intelligence explainable-machine-learning football-analytics shapley-value soccer-analytics xai
Language:R 3
coyoacan / Credit_Default
Mi primer paso en Ciencia de Datos: Default Crediticio LendingClub
gradio-interface lending-club loans machine-learning-algorithms seaborn-plots shap shapley-value powerbi
Language:Jupyter Notebook 2
zabir-nabil / What-If-Explainability
Explaining Trees (LightGBM) with FastTreeShap (Shapley) and What if tool
lightgbm machine-learning model-explainability shapley-value what-if-analysis what-if-tool
Language:Jupyter Notebook 2

shapley-value

benedekrozemberczki / shapley

dominance-analysis / dominance-analysis

AstraZeneca / awesome-shapley-value

aai-institute / pyDVL

nredell / ShapML.jl

ModelOriented / treeshap

nredell / shapFlex

ModelOriented / shapviz

hsvgbkhgbv / shapley-q-learning

easeml / datascope

himeinhardt / MatTuGames

akassharjun / ShapleyValueFL

BUAA-BDA / FedShapley

ajsanjoaquin / Shapley_Valuation

kuffmode / msa

jrkinley-zz / game-theory-attribution

himeinhardt / TuGames

YongHyun-Ahn / LINe-Out-of-Distribution-Detection-by-Leveraging-Important-Neurons

hi-paris / XPER

haghish / shapley

tsurubee / shappack

Weixin-Liang / dialog_evaluation_CMADE

Weixin-Liang / HERALD

clickade / federated-shapley-playground

ENSAE-CKW / nlp_understanding

ailab-kyunghee / WWW

fabianmax / pet-finder

jluchman / domin

jluchman / domir

LLeiSong / itsdm

josedv82 / NBA_Schedule_XGBoost_Classifier

LightnessOfBeing / ImpreciseSHAP

mayer79 / permshap

mcavs / Decomposition-of-Expected-Goal-Models

coyoacan / Credit_Default

zabir-nabil / What-If-Explainability