Visual analysis of discrimination in machine learning

• المؤلفون الرئيسيون: WANG, Qianwen, XU, Zhenghua, CHEN, Zhutian, WANG, Yong, LIU, Shixia, Qu, Huamin
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2021
• الموضوعات: Machine Learning; Discrimination; Data Visualization; Databases and Information Systems; Software Engineering; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/5357; https://ink.library.smu.edu.sg/context/sis_research/article/6361/viewcontent/vadml_PV.pdf

The growing use of automated decision-making in critical applications, such as crime prediction and college admission, has raised questions about fairness in machine learning. How can we decide whether different treatments are reasonable or discriminatory? In this paper, we investigate discriminatio...