Adaptive fairness improvement based causality analysis

• Main Authors: ZHANG, Mengdi, SUN, Jun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Fairness; Machine Learning; Fairness Improvement; Causality Analysis; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7280; https://ink.library.smu.edu.sg/context/sis_research/article/8283/viewcontent/2209.07190.pdf
• Institution: Singapore Management University

Given a discriminating neural network, the problem of fairness improvement is to systematically reduce discrimination without significantly scarifies its performance (i.e., accuracy). Multiple categories of fairness improving methods have been proposed for neural networks, including pre-processing,...