MAAT: a novel ensemble approach to addressing fairness and performance bugs for machine learning software

Author:

Chen Zhenpeng1,Zhang Jie M.2,Sarro Federica1,Harman Mark1

Affiliation:

1. University College London, UK

2. King’s College London, UK

Funder

The ERC Advanced Grant

Publisher

ACM

Reference83 articles.

1. 1994. The German Credit dataset. https://archive.ics.uci.edu/ml/datasets/Statlog+%28German+Credit+Data%29 Retrieved on November 25, 2021 1994. The German Credit dataset. https://archive.ics.uci.edu/ml/datasets/Statlog+%28German+Credit+Data%29 Retrieved on November 25, 2021

2. 2014. The Bank dataset. https://archive.ics.uci.edu/ml/datasets/Bank+Marketing Retrieved on November 25, 2021 2014. The Bank dataset. https://archive.ics.uci.edu/ml/datasets/Bank+Marketing Retrieved on November 25, 2021

3. 2015. The Mep dataset. https://meps.ahrq.gov/mepsweb/data_stats/download_data_files_detail.jsp?cboPufNumber=HC-181 Retrieved on November 25, 2021 2015. The Mep dataset. https://meps.ahrq.gov/mepsweb/data_stats/download_data_files_detail.jsp?cboPufNumber=HC-181 Retrieved on November 25, 2021

4. 2016. The Compas dataset. https://github.com/propublica/compas-analysis Retrieved on November 25, 2021 2016. The Compas dataset. https://github.com/propublica/compas-analysis Retrieved on November 25, 2021

5. 2016. Machine bias. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Retrieved on November 25, 2021 2016. Machine bias. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Retrieved on November 25, 2021

Cited by 32 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. NeuFair: Neural Network Fairness Repair with Dropout;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

2. Interpretability Based Neural Network Repair;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

3. MirrorFair: Fixing Fairness Bugs in Machine Learning Software via Counterfactual Predictions;Proceedings of the ACM on Software Engineering;2024-07-12

4. Deep learning based continuous integration and continuous delivery software defect prediction with effective optimization strategy;Knowledge-Based Systems;2024-07

5. Fairness Testing of Machine Translation Systems;ACM Transactions on Software Engineering and Methodology;2024-06-27

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3