shapley-values

There are 3 repositories under shapley-values topic.

feedzai / timeshap
TimeSHAP explains Recurrent Neural Network predictions.
explainability shap shapley-values rnn
Language:Jupyter Notebook 152
bgreenwell / fastshap
Fast approximate Shapley values in R
shapley-values interpretable-machine-learning explainable-ml explainable-ai variable-importance shapley xai
Language:R 112
GillHuang-Xtler / flPapers
Paper collection of federated learning. Conferences and Journals Collection for Federated Learning from 2019 to 2021, Accepted Papers, Hot topics and good research groups. Paper summary
federated-learning paper poisoning-attacks shapley-values
94
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
jpmorganchase / cf-shap
Counterfactual SHAP: a framework for counterfactual feature importance
explainability explainable-ai explainable-artificial-intelligence explainable-ml explanations feature-attribution feature-importance machine-learning shap shapley shapley-values tree-based xgboost algorithmic-recourse counterfactual-explanations counterfactuals facct2022 explainable-machine-learning
Language:HTML 14
harris-chris / joint-shapley-values
Source code for the Joint Shapley values: a measure of joint feature importance
shapley-values machine-learning explainable-ai
Language:Jupyter Notebook 12
annalectnl / ml-in-mmm
In this paper we researched the accuracy and usability of machine learning models for MMM analyses.
machine-learning marketing-mix-modeling weibull-transformation genetic-algorithm shapley-values time-series-analysis
11
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 10
Weixin-Liang / dialog_evaluation_CMADE
Beyond User Self-Reported Likert Scale Ratings: A Comparison Model for Automatic Dialog Evaluation (ACL 2020)
data-shapley dialog-evaluation dialogue-evaluation dialogue-systems self-supervised-learning shapley-value shapley-values
Language:Python 10
jpmorganchase / cf-shap-facct22
Counterfactual Shapley Additive Explanation: Experiments
facct2022 shapley explanations algorithmic-recourse counterfactual-explanations counterfactuals explainable-ai explainable-artificial-intelligence explainable-machine-learning explainable-ml feature-attention feature-importance machine-learning shap shapley-values tree-based xgboost
Language:Jupyter Notebook 9
lujainibrahim / ecg-view-II-machine-learning
This repository is the official implementation of Explainable Prediction of Acute Myocardial Infarction using Machine Learning and Shapley Values published in IEEE Access in November 2020.
ecg prediction shapley-values
Language:Jupyter Notebook 8
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
chiarabales / unsupervised_sv
Reference implementation of the paper Unsupervised Features Ranking via Coalitional Game Theory for Categorical Data
shapley-values unsupervised-feature-selection redundancy-reduction
Language:Python 7
ncaptier / radshap
A radiomic interpretation tool based on Shapley values
aggregation radiomics shapley-values interpretable-machine-learning
Language:Python 6
sander-sn / anatomy
Shapley-based decomposition to anatomize the of out-of-sample accuracy of time-series forecasting models
forecasting machine-learning shapley-decomposition shapley-values time-series performance-based-shapley-values
Language:Python 6
tnurbek / shapfed
[IJCAI 2024] Redefining Contributions: Shapley-Driven Federated Learning
collaborative-fairness fairness federated-learning shapley-values contribution-assessment contribution-valuation fl fair-federated-learning
Language:Python 6
tpoisot / InterpretableSDMWithJulia
Slides for the "Interpretable SDM with Julia" workshop
cross-validation julia machine-learning naive-bayes species-distribution-modeling explainable-ml interpretable-machine-learning shapley-values
Language:Julia 6
CCaribe9 / SHAPEffects
Code and experiments related to SHAPEffects paper: 'A feature selection method based on Shapley values robust to concept shift in regression'
concept-drift data-science feature-selection machine-learning shap shapley-values concept-shift
Language:Jupyter Notebook 4
RaoulHeese / qshaptools
Experimental toolbox for quantum Shapley values.
quantum-computing shapley-values
Language:Python 4
abdoush / SurvSHAP
A Proxy-Based Algorithm for Explaining Survival Models with SHAP
explainable-ai proxy-based shapley-values survival-analysis survival-patterns
Language:Jupyter Notebook 3
dimachine / Shap4JSM
Shapley values for JSM-method in terms of Concept Lattices (FCA)
formal-concepts interpretable-machine-learning jsm-method shapley-values
Language:Jupyter Notebook 3
sachin17git / Malware-detection-ML
Android malware detection using machine learning.
bayesian-inference bayesian-optimization feature-selection machine-learning machine-learning-algorithms malware-detection multicollinearity python random-forest shap-values shapley-additive-explanations shapley-values stacking-classifier voting-classifier catboost-classifier k-nearest-neighbours logistic-regression support-vector-machines xgboost-classifier
Language:Jupyter Notebook 3
chiarabales / geneset_SV
Reference implementation of the paper Redundancy-aware unsupervised ranking based on game theory - application to gene enrichment analysis
game-theory gene-sets overlapping-genes pathways redundancy-reduction shapley-values unsupervised-feature-selection
Language:Python 2
mrmightyq / Exploring-CatBoost-and-SHAP-Values-for-Housing-Data
Using SHAP values to explain model features
python shapley-values catboost-model
Language:Jupyter Notebook 2
SeanPLeary / unsupervised-anomaly-model-shapley-explanations
An investigation on the use of shapley explanations for unsupervised anomaly-detection models
anomaly-detection shapley-values autoencoder deep-learning h2o-automl unsupervised-machine-learning
Language:HTML 2
ZiskinZiv / Migration-analysis
Migration networks and housing prices analysis and ML tools
shapley-values networkx machine-learning linear-regression random-forest seaborn centrality-measures
Language:Python 2
bgreenwell / SampleSHAP.jl
A Julia port of the fastshap package in R
explainable-ai explainable-ml interpretable-machine-learning julia-language julialang shapley-values xai
Language:Julia 1
Edudeiko / heart_disease_prediction
Heart disease prediction by exploring different models, and feature importance visualization
plotly shapley-values python3 plots dash
Language:Python 1
himasai97 / ML_Approaches
ML implementations in Multi-scale model for lignin biosynthesis in Populus Trichocarpa
lignin-biosynthesis multi-scale-model populus-trichocarpa svr support-vector-regression xgboost xgbregressor knn-regression gridsearchcv kfold-cross-validation shap shapley-values shapley-additive-explanations interpretable-machine-learning r2-score thesis
Language:Jupyter Notebook 1
RozaAbolghasemi / Shaply_GRS
Group Recommendation Systems with Diversity-based Clustering and Game Theory
clustering data-science decision-making determinantal-point-processes diversity game-theory gcn graph-convolutional-networks group-recommendation-system group-recommendations group-recommender-systems grouping machine-learning matrix-factorization pairwise-comparison pairwise-preferences recommendation-system shapley-value shapley-values user-contribution
Language:Jupyter Notebook 1
RozaAbolghasemi / User_Contribution_GRS
Two Group Recommendation Approaches based on the Contribution of the Users and Pairwise Preferences
data-science decision-making generative-adversarial-network generative-adversarial-networks group-decision-making group-recommendation-system group-recommendations group-recommender group-recommender-systems machine-learning pairwise-comparison pairwise-preferences recommendation-system recommender-system shapley-value shapley-values user-diversity wonderful-life-utility clustering-users user-contribution
Language:Python 1
EricPaul075 / OCP7-Dashboard-Backend-API
API backend to deploy a machine learning model to the web
dashboard fastapi python api-rest heroku-deployment model-deployment uvicorn anova bivariate-analysis model-interpretation shap shapley-values univariate-analysis
Language:Python 0
mattShorvon / ARFs_for_Shapley_Vals
A method for conditional shapley value estimation, built off the shapr package: https://github.com/NorskRegnesentral/shapr/tree/master
explainability explainable-ai explainable-ml shapley-values
Language:R 0
nadiia-duiunova / Adults_visualization
This is a visual and interactive part of a bigger Adults project. Income prediction is based on Random Forest model. Front part is created with dash framework
classification dash python random-forest shapley-values visualization
Language:Python 0
pomodoren / ODR-thesis
Msc. Thesis: Revising the clinical criteria for Dementia using explainable machine learning.
dementia-diagnosis explainable-ai neuropsychology shapley-values
Language:TeX 0
rainergo / UASFRA-BS-BachelorThesis
Python/Jupyter Notebook to my Bachelor-Thesis in Computer Science. Explains contributions of features that are not part of a Machine Learning model by using Transfer Learning and Shapley Values/SHAP.
logistic-regression machine-learning random-forest shap shapley-values transfer-learning xgboost
Language:Jupyter Notebook 0

shapley-values

feedzai / timeshap

bgreenwell / fastshap

GillHuang-Xtler / flPapers

nredell / shapFlex

jpmorganchase / cf-shap

harris-chris / joint-shapley-values

annalectnl / ml-in-mmm

haghish / shapley

Weixin-Liang / dialog_evaluation_CMADE

jpmorganchase / cf-shap-facct22

lujainibrahim / ecg-view-II-machine-learning

Weixin-Liang / HERALD

chiarabales / unsupervised_sv

ncaptier / radshap

sander-sn / anatomy

tnurbek / shapfed

tpoisot / InterpretableSDMWithJulia

CCaribe9 / SHAPEffects

RaoulHeese / qshaptools

abdoush / SurvSHAP

dimachine / Shap4JSM

sachin17git / Malware-detection-ML

chiarabales / geneset_SV

mrmightyq / Exploring-CatBoost-and-SHAP-Values-for-Housing-Data

SeanPLeary / unsupervised-anomaly-model-shapley-explanations

ZiskinZiv / Migration-analysis

bgreenwell / SampleSHAP.jl

Edudeiko / heart_disease_prediction

himasai97 / ML_Approaches

RozaAbolghasemi / Shaply_GRS

RozaAbolghasemi / User_Contribution_GRS

EricPaul075 / OCP7-Dashboard-Backend-API

mattShorvon / ARFs_for_Shapley_Vals

nadiia-duiunova / Adults_visualization

pomodoren / ODR-thesis

rainergo / UASFRA-BS-BachelorThesis