2 papers
cs.LG2024
Counterpart Fairness -- Addressing Systematic between-group Differences in Fairness Evaluation
Yifei Wang, Zhengyang Zhou, Liqin Wang +4
When using machine learning to aid decision-making, it is critical to ensure that an algorithmic decision is fair and does not discriminate against specific individuals/groups, par…
cs.AI2024
Unmasking Bias in AI: A Systematic Review of Bias Detection and Mitigation Strategies in Electronic Health Record-based Models
Feng Chen, Liqin Wang, Julie Hong +2
Objectives: Leveraging artificial intelligence (AI) in conjunction with electronic health records (EHRs) holds transformative potential to improve healthcare. Yet, addressing bias…