Visual analysis of discrimination in machine learning

• Main Authors: WANG, Qianwen, XU, Zhenghua, CHEN, Zhutian, WANG, Yong, LIU, Shixia, Qu, Huamin
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Machine Learning; Discrimination; Data Visualization; Databases and Information Systems; Software Engineering; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/5357; https://ink.library.smu.edu.sg/context/sis_research/article/6361/viewcontent/vadml_PV.pdf
• Institution: Singapore Management University

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...