The source codes for paper 'Group AdaBoost with Fairness Constraint' accepted by SDM 23
pip install fairlearn
pip install torch
cd real_world_data/DataPreprocessing
unzip kdd.zip
cd synthetic_data
vis_boosting.ipynb
cd real_world_data
# For every bash file, please change <your-file-path> to the log path you prefer
# Run Baselines via Vallina Evaluating Benchmarks
sh run_baseline.sh
# Run Baselines via Converted Evaluating Benchmarks
sh run_baseline_dif_imbalance.sh
# Run Our Method and Adaboost via Vallina Evaluating Benchmarks
sh run_group_adaboost.sh
# Run Our Method and Adaboost via Converted Evaluating Benchmarks
sh run_group_adaboost_dif_imbalance.sh
The experiments are based on the code of AdaFair
Please contact xzy990228@gmail.com if you have any problem.