Training data debugging for the fairness of machine learning software

Author:

Li Yanhui1,Meng Linghan1,Chen Lin1,Yu Li1,Wu Di2,Zhou Yuming1,Xu Baowen1

Affiliation:

1. Nanjing University, China

2. Momenta, Suzhou, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference50 articles.

1. 1988. Heart Disease Data Set. https://archive.ics.uci.edu/ml/datasets/heart+disease. 1988. Heart Disease Data Set. https://archive.ics.uci.edu/ml/datasets/heart+disease.

2. 1994. Statlog (German Credit Data) Data Set. https://archive.ics.uci.edu/ml/datasets/statlog+(german+credit+data). 1994. Statlog (German Credit Data) Data Set. https://archive.ics.uci.edu/ml/datasets/statlog+(german+credit+data).

3. 1996. Adult Data Set. https://archive.ics.uci.edu/ml/datasets/adult. 1996. Adult Data Set. https://archive.ics.uci.edu/ml/datasets/adult.

4. 2011. The algorithm that beats your bank manager. https://www.forbes.com/sites/parmyolson/2011/03/15/the-algorithm-that-beats-your-bank-manager/#15da2651ae99. 2011. The algorithm that beats your bank manager. https://www.forbes.com/sites/parmyolson/2011/03/15/the-algorithm-that-beats-your-bank-manager/#15da2651ae99.

5. 2012. Bank Marketing Data Set. https://archive.ics.uci.edu/ml/datasets/Bank+Marketing. 2012. Bank Marketing Data Set. https://archive.ics.uci.edu/ml/datasets/Bank+Marketing.

Cited by 6 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. Detection and evaluation of bias-inducing features in machine learning;Empirical Software Engineering;2023-12-13

2. Fairness-aware machine learning engineering: how far are we?;Empirical Software Engineering;2023-11-24

3. Causality-Aided Trade-Off Analysis for Machine Learning Fairness;2023 38th IEEE/ACM International Conference on Automated Software Engineering (ASE);2023-09-11

4. CILIATE: Towards Fairer Class-Based Incremental Learning by Dataset and Training Refinement;Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis;2023-07-12

5. Discrete Text Summarization (DeTS): A Novel Method Grounded in Natural Language Inference and Grammatical Sequence Scoring;2023 IEEE Ninth International Conference on Big Data Computing Service and Applications (BigDataService);2023-07

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