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Julien Ferry's Projects

faircorels_expe icon faircorels_expe

This repository contains the code we used for our experiments presented in the paper "Learning fair rule lists"

faircorelsv2 icon faircorelsv2

FairCORELSV2, an enhanced version of the FairCORELS algorithm for learning optimal fair rule lists

fairnesssamplerobustness icon fairnesssamplerobustness

This repository contains the code to reproduce our experiments for our Machine Learning journal paper "Improving Fairness Generalization through a Sample-Robust Optimization Method"

hybridcorels icon hybridcorels

Python module for Hybrid Rule-List/Black-Box models. This implementation provides methods for both the "Interpr-then-BB training" paradigm and the "BB-then-Interpr training" paradigm.

pycorels icon pycorels

Hybrid Rule List/Black Box model based on the CORELS algorithm

sensitiveattributesreconstructioncorrector icon sensitiveattributesreconstructioncorrector

This repository contains the implementation of the Reconstruction Corrector component introduced in our article "Exploiting Fairness to Enhance Sensitive Attributes Reconstruction"

sklearn-expertsys icon sklearn-expertsys

Highly interpretable classifiers for scikit learn, producing easily understood decision rules instead of black box models

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