Priority-based Post-Processing Bias Mitigation for Individual and Group Fairness

• Published in: arXiv.org
• Main Author: Lohia, Pranay
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 31.01.2021
• Subjects: Algorithms; Bias; Crime; Datasets; Economic factors; Post-production processing; Regression models; Segmentation; Smart grid; Social factors; Tariffs

Previous post-processing bias mitigation algorithms on both group and individual fairness don't work on regression models and datasets with multi-class numerical labels. We propose a priority-based post-processing bias mitigation on both group and individual fairness with the notion that simila...